In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f0ba884b358>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f0ba565bac8>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
real_input = tf.placeholder(dtype=tf.float32, shape=[None, 28, 28, image_channels], name="real_input_images_ph")
z = tf.placeholder(dtype=tf.float32, shape=[None, z_dim], name="generator_noise_input_ph")
learning_rate = tf.placeholder(dtype=tf.float32, name="learning_rate_ph")
return real_input, z, learning_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
def dense(x, out_units):
return tf.layers.dense(x, out_units, activation=None, use_bias=False,
kernel_initializer=tf.random_normal_initializer(mean=0.0, stddev=0.02))
def conv2d(x, output_space):
return tf.layers.conv2d(x, output_space, kernel_size=5, strides=2, padding="same", activation=None,
use_bias=False, kernel_initializer=tf.random_normal_initializer(mean=0.0, stddev=0.02))
def leaky_relu(x, alpha=0.2):
# non-linear activation function
return tf.maximum(alpha * x, x)
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param image: Tensor of input image(s) - shape = (None,28,28,3)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
with tf.variable_scope("discriminator", reuse=reuse):
# Use LeakyReLU activation in the discriminator for all layers but the input layer.
# convolution > Leaky RELUs, we do not use batch_norm on the first layer of the discriminator
conv1 = conv2d(images, 64)
conv1 = leaky_relu(conv1)
# convolution > batch normalization > Leaky RELUs
conv2 = conv2d(conv1, 128)
conv2 = tf.layers.batch_normalization(conv2, training=True)
conv2 = leaky_relu(conv2)
conv3 = conv2d(conv2, 256)
conv3 = tf.layers.batch_normalization(conv3, training=True)
conv3 = leaky_relu(conv3) # non-linear activation function
flatten = tf.contrib.layers.flatten(conv3)
logits = dense(flatten, 1)
output = tf.nn.sigmoid(logits)
return output, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# Use ReLU activation in generator for all layers except for the output, which uses Tanh
with tf.variable_scope('generator', reuse= not is_train):
x = dense(z, 2*2*512)
x = tf.reshape(x, [-1,2,2,512])
x = tf.layers.batch_normalization(x, training=is_train)
x = tf.nn.relu(x)
# shape=(?, 2, 2, 512)
t_conv1 = tf.layers.conv2d_transpose(x, 256, 5, strides=2, padding="valid", activation=None, use_bias=False)
t_conv1 = tf.layers.batch_normalization(t_conv1, training=is_train)
t_conv1 = tf.nn.relu(t_conv1)
# shape=(?, 7, 7, 256)
t_conv2 = tf.layers.conv2d_transpose(t_conv1, 128, 5, strides=2, padding="same", activation=None, use_bias=False)
t_conv2 = tf.layers.batch_normalization(t_conv2, training=is_train)
t_conv2 = tf.nn.relu(t_conv2)
# shape=(?, 14, 14, 128)
# we do not apply batch normalization to the last layer of the generator
# also, we apply tanh instead of relu to the output layer of the generator
output = tf.layers.conv2d_transpose(t_conv2, out_channel_dim, 5, strides=2, padding="same", activation=tf.nn.tanh, use_bias=False)
return output
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
smooth = 0.1
generated_image = generator(input_z, out_channel_dim, is_train=True)
# we build 2 discriminator nets, one for real data one for fake data (comming from the generator)
d_model_real, d_logits_real = discriminator(input_real, reuse=False)
# reuse the variables here so that a new set of variables will not be created
d_model_fake, d_logits_fake = discriminator(generated_image, reuse=True)
# since these are all real images, wee want the labels to be all ones, with label smoothing
d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real,
labels=tf.ones_like(d_model_real) * (1 - smooth)))
# Since we want the discriminator to output 1 for real images and 0 for fake images, the logits here are all zeros
d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,
labels=tf.zeros_like(d_model_fake)))
# for the generator loss, we use the fake logits from the discriminator with labels all ones
generator_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,
labels=tf.ones_like(d_model_fake) * (1 - smooth)))
# for the discriminator, the total loss is the sum of the losses for the real and fake images
discriminator_loss = d_loss_real + d_loss_fake
return discriminator_loss, generator_loss
"""
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"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
all_vars = tf.trainable_variables()
g_vars = [var for var in all_vars if var.name.startswith("generator")]
d_vars = [var for var in all_vars if var.name.startswith("discriminator")]
# If we don't include the update ops as dependencies on the train step, the
# tf.layers.batch_normalization layers won't update their population statistics,
# which will cause the model to fail at inference time
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
discriminator_train_op = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
generator_train_op = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return discriminator_train_op, generator_train_op
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
image_width, image_height, image_channels = data_shape[1], data_shape[2], data_shape[3]
# get the inputs and learning rate placeholders
real_input, z, lr = model_inputs(image_width, image_height, image_channels, z_dim)
# get the model loss operations
d_loss, g_loss = model_loss(real_input, z, image_channels)
# get the training operations
d_train_op, g_train_op = model_opt(d_loss, g_loss, lr, beta1)
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_counter, batch_images in enumerate(get_batches(batch_size)):
# generate a random noise vector for feeding the generator
batch_z = np.random.uniform(-1.0, 1.0, size=(batch_size, z_dim))
# run network optimizers
d_op, d_train_loss = sess.run([d_train_op, d_loss], feed_dict={real_input: batch_images, z: batch_z, lr: learning_rate})
g_op, g_train_loss = sess.run([g_train_op, g_loss], feed_dict={real_input: batch_images, z: batch_z, lr: learning_rate})
# display the generator and discriminator loss during training
if batch_counter % 10 == 0:
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(d_train_loss),
"Generator Loss: {:.4f}".format(g_train_loss))
# display some of the generator output images during training
if batch_counter % 100 == 0:
show_generator_output(sess, 20, z, image_channels, data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 128
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
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"""
epochs = 10
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/10... Discriminator Loss: 2.1497... Generator Loss: 2.7094
Epoch 1/10... Discriminator Loss: 0.8496... Generator Loss: 5.1474 Epoch 1/10... Discriminator Loss: 0.6075... Generator Loss: 5.1298 Epoch 1/10... Discriminator Loss: 0.7498... Generator Loss: 7.7806 Epoch 1/10... Discriminator Loss: 0.7493... Generator Loss: 6.1721 Epoch 1/10... Discriminator Loss: 0.6882... Generator Loss: 6.2109 Epoch 1/10... Discriminator Loss: 0.5879... Generator Loss: 5.0652 Epoch 1/10... Discriminator Loss: 0.4311... Generator Loss: 4.1596 Epoch 1/10... Discriminator Loss: 0.4735... Generator Loss: 4.7671 Epoch 1/10... Discriminator Loss: 1.0803... Generator Loss: 5.6443 Epoch 1/10... Discriminator Loss: 0.8291... Generator Loss: 7.3136
Epoch 1/10... Discriminator Loss: 0.7153... Generator Loss: 5.6055 Epoch 1/10... Discriminator Loss: 0.4818... Generator Loss: 4.1222 Epoch 1/10... Discriminator Loss: 0.6210... Generator Loss: 4.6122 Epoch 1/10... Discriminator Loss: 0.4642... Generator Loss: 4.0433 Epoch 1/10... Discriminator Loss: 0.4647... Generator Loss: 3.8858 Epoch 1/10... Discriminator Loss: 0.4468... Generator Loss: 4.1570 Epoch 1/10... Discriminator Loss: 0.4751... Generator Loss: 4.4750 Epoch 1/10... Discriminator Loss: 0.4845... Generator Loss: 4.0368 Epoch 1/10... Discriminator Loss: 0.4147... Generator Loss: 4.1504 Epoch 1/10... Discriminator Loss: 0.4557... Generator Loss: 4.1000
Epoch 1/10... Discriminator Loss: 0.4392... Generator Loss: 4.6205 Epoch 1/10... Discriminator Loss: 0.4431... Generator Loss: 4.6708 Epoch 1/10... Discriminator Loss: 0.4425... Generator Loss: 4.0920 Epoch 1/10... Discriminator Loss: 0.4825... Generator Loss: 3.3709 Epoch 1/10... Discriminator Loss: 0.4575... Generator Loss: 4.0767 Epoch 1/10... Discriminator Loss: 0.4115... Generator Loss: 4.7002 Epoch 1/10... Discriminator Loss: 0.4407... Generator Loss: 4.1966 Epoch 1/10... Discriminator Loss: 0.4349... Generator Loss: 3.8835 Epoch 1/10... Discriminator Loss: 0.5010... Generator Loss: 3.7292 Epoch 1/10... Discriminator Loss: 0.4589... Generator Loss: 4.1378
Epoch 1/10... Discriminator Loss: 0.4662... Generator Loss: 5.0908 Epoch 1/10... Discriminator Loss: 0.4052... Generator Loss: 4.0417 Epoch 1/10... Discriminator Loss: 0.4648... Generator Loss: 5.1275 Epoch 1/10... Discriminator Loss: 0.4151... Generator Loss: 3.9927 Epoch 1/10... Discriminator Loss: 0.4714... Generator Loss: 4.7260 Epoch 1/10... Discriminator Loss: 0.4528... Generator Loss: 4.2758 Epoch 1/10... Discriminator Loss: 0.5648... Generator Loss: 6.5949 Epoch 1/10... Discriminator Loss: 0.6634... Generator Loss: 3.0110 Epoch 1/10... Discriminator Loss: 0.4498... Generator Loss: 5.2171 Epoch 1/10... Discriminator Loss: 0.4380... Generator Loss: 3.2032
Epoch 1/10... Discriminator Loss: 0.4963... Generator Loss: 3.5201 Epoch 1/10... Discriminator Loss: 0.4943... Generator Loss: 3.1371 Epoch 1/10... Discriminator Loss: 0.4893... Generator Loss: 3.9378 Epoch 1/10... Discriminator Loss: 2.0105... Generator Loss: 6.3319 Epoch 1/10... Discriminator Loss: 0.5865... Generator Loss: 2.8306 Epoch 1/10... Discriminator Loss: 0.5917... Generator Loss: 3.5594 Epoch 2/10... Discriminator Loss: 0.4916... Generator Loss: 3.2416
Epoch 2/10... Discriminator Loss: 0.6856... Generator Loss: 4.7802 Epoch 2/10... Discriminator Loss: 0.7285... Generator Loss: 2.5021 Epoch 2/10... Discriminator Loss: 0.5700... Generator Loss: 3.4169 Epoch 2/10... Discriminator Loss: 0.5059... Generator Loss: 4.0731 Epoch 2/10... Discriminator Loss: 0.5436... Generator Loss: 3.9594 Epoch 2/10... Discriminator Loss: 0.5576... Generator Loss: 2.3477 Epoch 2/10... Discriminator Loss: 1.5724... Generator Loss: 11.4963 Epoch 2/10... Discriminator Loss: 0.5694... Generator Loss: 3.5645 Epoch 2/10... Discriminator Loss: 0.6935... Generator Loss: 5.2662 Epoch 2/10... Discriminator Loss: 0.4426... Generator Loss: 3.9470
Epoch 2/10... Discriminator Loss: 0.5728... Generator Loss: 3.0956 Epoch 2/10... Discriminator Loss: 0.4358... Generator Loss: 3.9131 Epoch 2/10... Discriminator Loss: 0.4914... Generator Loss: 3.5216 Epoch 2/10... Discriminator Loss: 0.4418... Generator Loss: 3.5156 Epoch 2/10... Discriminator Loss: 0.4741... Generator Loss: 2.9145 Epoch 2/10... Discriminator Loss: 0.5804... Generator Loss: 4.1312 Epoch 2/10... Discriminator Loss: 0.5757... Generator Loss: 4.7706 Epoch 2/10... Discriminator Loss: 0.4818... Generator Loss: 3.9200 Epoch 2/10... Discriminator Loss: 0.5942... Generator Loss: 1.8267 Epoch 2/10... Discriminator Loss: 0.5044... Generator Loss: 3.6143
Epoch 2/10... Discriminator Loss: 0.6795... Generator Loss: 5.9561 Epoch 2/10... Discriminator Loss: 0.4847... Generator Loss: 4.0574 Epoch 2/10... Discriminator Loss: 0.4399... Generator Loss: 3.4610 Epoch 2/10... Discriminator Loss: 0.4931... Generator Loss: 3.2205 Epoch 2/10... Discriminator Loss: 0.4214... Generator Loss: 3.8292 Epoch 2/10... Discriminator Loss: 0.4262... Generator Loss: 3.9705 Epoch 2/10... Discriminator Loss: 0.4521... Generator Loss: 3.5678 Epoch 2/10... Discriminator Loss: 0.4460... Generator Loss: 3.5175 Epoch 2/10... Discriminator Loss: 0.4101... Generator Loss: 3.7052 Epoch 2/10... Discriminator Loss: 0.4472... Generator Loss: 4.1334
Epoch 2/10... Discriminator Loss: 0.5571... Generator Loss: 5.5272 Epoch 2/10... Discriminator Loss: 0.5744... Generator Loss: 7.7009 Epoch 2/10... Discriminator Loss: 0.6200... Generator Loss: 4.7247 Epoch 2/10... Discriminator Loss: 0.4165... Generator Loss: 4.1330 Epoch 2/10... Discriminator Loss: 0.4041... Generator Loss: 4.0448 Epoch 2/10... Discriminator Loss: 0.3907... Generator Loss: 3.8866 Epoch 2/10... Discriminator Loss: 0.4694... Generator Loss: 3.9427 Epoch 2/10... Discriminator Loss: 0.4221... Generator Loss: 3.2416 Epoch 2/10... Discriminator Loss: 0.5729... Generator Loss: 4.8457 Epoch 2/10... Discriminator Loss: 0.4427... Generator Loss: 3.1447
Epoch 2/10... Discriminator Loss: 0.4358... Generator Loss: 3.5229 Epoch 2/10... Discriminator Loss: 0.4270... Generator Loss: 3.5361 Epoch 2/10... Discriminator Loss: 0.5109... Generator Loss: 3.4012 Epoch 2/10... Discriminator Loss: 0.4339... Generator Loss: 2.8548 Epoch 2/10... Discriminator Loss: 0.4295... Generator Loss: 3.1081 Epoch 2/10... Discriminator Loss: 0.4325... Generator Loss: 3.4832 Epoch 3/10... Discriminator Loss: 0.5463... Generator Loss: 4.7667
Epoch 3/10... Discriminator Loss: 1.1221... Generator Loss: 5.6659 Epoch 3/10... Discriminator Loss: 0.4844... Generator Loss: 3.3466 Epoch 3/10... Discriminator Loss: 0.4644... Generator Loss: 3.0004 Epoch 3/10... Discriminator Loss: 0.4531... Generator Loss: 3.1645 Epoch 3/10... Discriminator Loss: 0.4353... Generator Loss: 3.7036 Epoch 3/10... Discriminator Loss: 0.4245... Generator Loss: 3.2470 Epoch 3/10... Discriminator Loss: 0.4353... Generator Loss: 3.2027 Epoch 3/10... Discriminator Loss: 0.5311... Generator Loss: 4.7313 Epoch 3/10... Discriminator Loss: 0.4333... Generator Loss: 3.1602 Epoch 3/10... Discriminator Loss: 0.4111... Generator Loss: 3.3007
Epoch 3/10... Discriminator Loss: 0.4155... Generator Loss: 3.5137 Epoch 3/10... Discriminator Loss: 0.4359... Generator Loss: 3.6795 Epoch 3/10... Discriminator Loss: 0.3834... Generator Loss: 3.8640 Epoch 3/10... Discriminator Loss: 0.4115... Generator Loss: 3.1912 Epoch 3/10... Discriminator Loss: 0.7105... Generator Loss: 3.6409 Epoch 3/10... Discriminator Loss: 0.4932... Generator Loss: 3.9626 Epoch 3/10... Discriminator Loss: 0.4593... Generator Loss: 3.1609 Epoch 3/10... Discriminator Loss: 0.4128... Generator Loss: 3.1920 Epoch 3/10... Discriminator Loss: 0.3888... Generator Loss: 3.8078 Epoch 3/10... Discriminator Loss: 0.4404... Generator Loss: 3.2995
Epoch 3/10... Discriminator Loss: 0.4211... Generator Loss: 3.2962 Epoch 3/10... Discriminator Loss: 0.4609... Generator Loss: 3.6580 Epoch 3/10... Discriminator Loss: 1.6991... Generator Loss: 2.2294 Epoch 3/10... Discriminator Loss: 0.5062... Generator Loss: 3.3037 Epoch 3/10... Discriminator Loss: 0.4971... Generator Loss: 3.1151 Epoch 3/10... Discriminator Loss: 0.4292... Generator Loss: 2.8677 Epoch 3/10... Discriminator Loss: 0.4536... Generator Loss: 3.1350 Epoch 3/10... Discriminator Loss: 1.6510... Generator Loss: 1.6567 Epoch 3/10... Discriminator Loss: 0.6529... Generator Loss: 2.8747 Epoch 3/10... Discriminator Loss: 0.7138... Generator Loss: 3.4838
Epoch 3/10... Discriminator Loss: 0.4399... Generator Loss: 3.5521 Epoch 3/10... Discriminator Loss: 0.4462... Generator Loss: 3.2562 Epoch 3/10... Discriminator Loss: 0.4135... Generator Loss: 3.3610 Epoch 3/10... Discriminator Loss: 0.4174... Generator Loss: 2.8519 Epoch 3/10... Discriminator Loss: 0.5351... Generator Loss: 2.0595 Epoch 3/10... Discriminator Loss: 0.6528... Generator Loss: 4.8118 Epoch 3/10... Discriminator Loss: 0.5655... Generator Loss: 2.5962 Epoch 3/10... Discriminator Loss: 0.4439... Generator Loss: 2.8921 Epoch 3/10... Discriminator Loss: 0.4322... Generator Loss: 3.0569 Epoch 3/10... Discriminator Loss: 0.4464... Generator Loss: 2.6700
Epoch 3/10... Discriminator Loss: 0.4002... Generator Loss: 3.1237 Epoch 3/10... Discriminator Loss: 0.4291... Generator Loss: 3.4269 Epoch 3/10... Discriminator Loss: 0.4095... Generator Loss: 2.7546 Epoch 3/10... Discriminator Loss: 1.0597... Generator Loss: 5.5951 Epoch 3/10... Discriminator Loss: 0.4799... Generator Loss: 3.0599 Epoch 3/10... Discriminator Loss: 0.4293... Generator Loss: 2.7460 Epoch 4/10... Discriminator Loss: 0.4727... Generator Loss: 3.4341
Epoch 4/10... Discriminator Loss: 0.6734... Generator Loss: 2.6192 Epoch 4/10... Discriminator Loss: 0.4217... Generator Loss: 2.9492 Epoch 4/10... Discriminator Loss: 0.4011... Generator Loss: 3.0773 Epoch 4/10... Discriminator Loss: 0.4781... Generator Loss: 3.5877 Epoch 4/10... Discriminator Loss: 0.4045... Generator Loss: 3.2290 Epoch 4/10... Discriminator Loss: 0.4232... Generator Loss: 3.2554 Epoch 4/10... Discriminator Loss: 0.3964... Generator Loss: 3.2192 Epoch 4/10... Discriminator Loss: 0.7252... Generator Loss: 4.6761 Epoch 4/10... Discriminator Loss: 0.8836... Generator Loss: 1.7791 Epoch 4/10... Discriminator Loss: 0.7533... Generator Loss: 2.8037
Epoch 4/10... Discriminator Loss: 0.6036... Generator Loss: 2.4820 Epoch 4/10... Discriminator Loss: 0.6307... Generator Loss: 3.6639 Epoch 4/10... Discriminator Loss: 0.4806... Generator Loss: 2.5609 Epoch 4/10... Discriminator Loss: 0.4039... Generator Loss: 3.2531 Epoch 4/10... Discriminator Loss: 0.6185... Generator Loss: 1.2940 Epoch 4/10... Discriminator Loss: 0.4395... Generator Loss: 3.0549 Epoch 4/10... Discriminator Loss: 0.4449... Generator Loss: 3.1486 Epoch 4/10... Discriminator Loss: 0.4700... Generator Loss: 1.6947 Epoch 4/10... Discriminator Loss: 0.4414... Generator Loss: 3.0203 Epoch 4/10... Discriminator Loss: 0.4307... Generator Loss: 3.3114
Epoch 4/10... Discriminator Loss: 5.6118... Generator Loss: 2.3320 Epoch 4/10... Discriminator Loss: 0.7351... Generator Loss: 1.8218 Epoch 4/10... Discriminator Loss: 0.6087... Generator Loss: 3.0891 Epoch 4/10... Discriminator Loss: 0.4489... Generator Loss: 2.6469 Epoch 4/10... Discriminator Loss: 0.4459... Generator Loss: 2.8163 Epoch 4/10... Discriminator Loss: 0.4571... Generator Loss: 2.3431 Epoch 4/10... Discriminator Loss: 0.4796... Generator Loss: 2.5715 Epoch 4/10... Discriminator Loss: 1.1965... Generator Loss: 1.6767 Epoch 4/10... Discriminator Loss: 0.6076... Generator Loss: 2.6553 Epoch 4/10... Discriminator Loss: 0.4426... Generator Loss: 3.0488
Epoch 4/10... Discriminator Loss: 0.4707... Generator Loss: 2.3630 Epoch 4/10... Discriminator Loss: 0.4073... Generator Loss: 2.8594 Epoch 4/10... Discriminator Loss: 0.4257... Generator Loss: 2.5576 Epoch 4/10... Discriminator Loss: 0.3846... Generator Loss: 3.2980 Epoch 4/10... Discriminator Loss: 0.3981... Generator Loss: 3.0993 Epoch 4/10... Discriminator Loss: 0.4300... Generator Loss: 2.1464 Epoch 4/10... Discriminator Loss: 0.6725... Generator Loss: 2.7190 Epoch 4/10... Discriminator Loss: 0.6179... Generator Loss: 2.1890 Epoch 4/10... Discriminator Loss: 0.4150... Generator Loss: 2.9635 Epoch 4/10... Discriminator Loss: 0.4347... Generator Loss: 2.5682
Epoch 4/10... Discriminator Loss: 2.2378... Generator Loss: 6.4602 Epoch 4/10... Discriminator Loss: 0.4576... Generator Loss: 2.9333 Epoch 4/10... Discriminator Loss: 0.4488... Generator Loss: 2.9615 Epoch 4/10... Discriminator Loss: 0.4591... Generator Loss: 3.0256 Epoch 4/10... Discriminator Loss: 1.1335... Generator Loss: 3.9906 Epoch 4/10... Discriminator Loss: 0.6020... Generator Loss: 1.9939 Epoch 5/10... Discriminator Loss: 0.5402... Generator Loss: 2.9480
Epoch 5/10... Discriminator Loss: 0.4352... Generator Loss: 2.8796 Epoch 5/10... Discriminator Loss: 0.3955... Generator Loss: 3.2317 Epoch 5/10... Discriminator Loss: 0.3993... Generator Loss: 2.8066 Epoch 5/10... Discriminator Loss: 0.3837... Generator Loss: 3.6981 Epoch 5/10... Discriminator Loss: 0.3879... Generator Loss: 3.6819 Epoch 5/10... Discriminator Loss: 0.3739... Generator Loss: 3.6877 Epoch 5/10... Discriminator Loss: 0.5741... Generator Loss: 2.3131 Epoch 5/10... Discriminator Loss: 0.5837... Generator Loss: 2.0038 Epoch 5/10... Discriminator Loss: 0.5167... Generator Loss: 2.3879 Epoch 5/10... Discriminator Loss: 0.4501... Generator Loss: 2.8510
Epoch 5/10... Discriminator Loss: 0.4564... Generator Loss: 2.4266 Epoch 5/10... Discriminator Loss: 0.4506... Generator Loss: 3.1862 Epoch 5/10... Discriminator Loss: 0.4297... Generator Loss: 2.7643 Epoch 5/10... Discriminator Loss: 0.4065... Generator Loss: 3.0987 Epoch 5/10... Discriminator Loss: 0.4145... Generator Loss: 3.1312 Epoch 5/10... Discriminator Loss: 0.3980... Generator Loss: 3.2650 Epoch 5/10... Discriminator Loss: 0.3989... Generator Loss: 3.0617 Epoch 5/10... Discriminator Loss: 0.4176... Generator Loss: 2.4621 Epoch 5/10... Discriminator Loss: 0.4194... Generator Loss: 3.2142 Epoch 5/10... Discriminator Loss: 1.3024... Generator Loss: 0.3729
Epoch 5/10... Discriminator Loss: 0.7536... Generator Loss: 1.6255 Epoch 5/10... Discriminator Loss: 0.5238... Generator Loss: 2.7998 Epoch 5/10... Discriminator Loss: 0.4790... Generator Loss: 2.8742 Epoch 5/10... Discriminator Loss: 0.4157... Generator Loss: 2.7177 Epoch 5/10... Discriminator Loss: 1.1320... Generator Loss: 4.6320 Epoch 5/10... Discriminator Loss: 0.5791... Generator Loss: 2.6749 Epoch 5/10... Discriminator Loss: 0.4050... Generator Loss: 3.1174 Epoch 5/10... Discriminator Loss: 0.4623... Generator Loss: 3.4829 Epoch 5/10... Discriminator Loss: 4.8199... Generator Loss: 0.4564 Epoch 5/10... Discriminator Loss: 0.5698... Generator Loss: 2.1067
Epoch 5/10... Discriminator Loss: 0.5279... Generator Loss: 2.0488 Epoch 5/10... Discriminator Loss: 0.4674... Generator Loss: 2.6554 Epoch 5/10... Discriminator Loss: 0.4655... Generator Loss: 2.3843 Epoch 5/10... Discriminator Loss: 0.4333... Generator Loss: 2.8918 Epoch 5/10... Discriminator Loss: 0.4157... Generator Loss: 3.0600 Epoch 5/10... Discriminator Loss: 0.3781... Generator Loss: 3.2281 Epoch 5/10... Discriminator Loss: 0.3908... Generator Loss: 2.9782 Epoch 5/10... Discriminator Loss: 0.4086... Generator Loss: 3.4556 Epoch 5/10... Discriminator Loss: 1.0482... Generator Loss: 1.5671 Epoch 5/10... Discriminator Loss: 0.6376... Generator Loss: 1.9386
Epoch 5/10... Discriminator Loss: 0.5055... Generator Loss: 2.1175 Epoch 5/10... Discriminator Loss: 0.6232... Generator Loss: 2.1168 Epoch 5/10... Discriminator Loss: 0.4381... Generator Loss: 3.0412 Epoch 5/10... Discriminator Loss: 0.4071... Generator Loss: 3.1345 Epoch 5/10... Discriminator Loss: 0.4370... Generator Loss: 3.4933 Epoch 5/10... Discriminator Loss: 0.4380... Generator Loss: 2.1645 Epoch 6/10... Discriminator Loss: 0.8407... Generator Loss: 2.6607
Epoch 6/10... Discriminator Loss: 0.5661... Generator Loss: 2.4397 Epoch 6/10... Discriminator Loss: 0.5397... Generator Loss: 2.7021 Epoch 6/10... Discriminator Loss: 0.4484... Generator Loss: 2.4303 Epoch 6/10... Discriminator Loss: 0.4775... Generator Loss: 2.9092 Epoch 6/10... Discriminator Loss: 0.4695... Generator Loss: 3.0603 Epoch 6/10... Discriminator Loss: 0.4039... Generator Loss: 2.8746 Epoch 6/10... Discriminator Loss: 0.3887... Generator Loss: 2.8566 Epoch 6/10... Discriminator Loss: 0.4083... Generator Loss: 2.6703 Epoch 6/10... Discriminator Loss: 0.3904... Generator Loss: 3.3003 Epoch 6/10... Discriminator Loss: 0.8874... Generator Loss: 1.8142
Epoch 6/10... Discriminator Loss: 0.5639... Generator Loss: 2.0172 Epoch 6/10... Discriminator Loss: 0.4581... Generator Loss: 3.0825 Epoch 6/10... Discriminator Loss: 0.4042... Generator Loss: 2.7967 Epoch 6/10... Discriminator Loss: 0.4749... Generator Loss: 2.6761 Epoch 6/10... Discriminator Loss: 1.3495... Generator Loss: 1.7832 Epoch 6/10... Discriminator Loss: 0.6639... Generator Loss: 2.8536 Epoch 6/10... Discriminator Loss: 0.5530... Generator Loss: 2.7581 Epoch 6/10... Discriminator Loss: 0.4107... Generator Loss: 2.7950 Epoch 6/10... Discriminator Loss: 0.4257... Generator Loss: 2.5843 Epoch 6/10... Discriminator Loss: 0.3907... Generator Loss: 3.4031
Epoch 6/10... Discriminator Loss: 0.4352... Generator Loss: 2.5934 Epoch 6/10... Discriminator Loss: 0.4009... Generator Loss: 2.8822 Epoch 6/10... Discriminator Loss: 0.6241... Generator Loss: 4.3951 Epoch 6/10... Discriminator Loss: 1.8432... Generator Loss: 1.7689 Epoch 6/10... Discriminator Loss: 0.5514... Generator Loss: 2.4438 Epoch 6/10... Discriminator Loss: 0.4821... Generator Loss: 2.1608 Epoch 6/10... Discriminator Loss: 0.4333... Generator Loss: 2.8459 Epoch 6/10... Discriminator Loss: 0.4754... Generator Loss: 3.0052 Epoch 6/10... Discriminator Loss: 0.3932... Generator Loss: 3.2643 Epoch 6/10... Discriminator Loss: 0.3695... Generator Loss: 4.0096
Epoch 6/10... Discriminator Loss: 0.4402... Generator Loss: 2.6227 Epoch 6/10... Discriminator Loss: 0.3747... Generator Loss: 3.4375 Epoch 6/10... Discriminator Loss: 0.4141... Generator Loss: 3.2030 Epoch 6/10... Discriminator Loss: 0.3911... Generator Loss: 3.3154 Epoch 6/10... Discriminator Loss: 0.3870... Generator Loss: 3.1629 Epoch 6/10... Discriminator Loss: 0.8917... Generator Loss: 2.3196 Epoch 6/10... Discriminator Loss: 0.6519... Generator Loss: 1.9311 Epoch 6/10... Discriminator Loss: 0.5901... Generator Loss: 2.5138 Epoch 6/10... Discriminator Loss: 0.4885... Generator Loss: 1.9443 Epoch 6/10... Discriminator Loss: 0.5068... Generator Loss: 1.8146
Epoch 6/10... Discriminator Loss: 2.5486... Generator Loss: 4.9627 Epoch 6/10... Discriminator Loss: 0.5972... Generator Loss: 2.4469 Epoch 6/10... Discriminator Loss: 0.4690... Generator Loss: 2.3764 Epoch 6/10... Discriminator Loss: 0.4429... Generator Loss: 2.7901 Epoch 6/10... Discriminator Loss: 0.3878... Generator Loss: 3.4455 Epoch 6/10... Discriminator Loss: 0.4513... Generator Loss: 2.5840 Epoch 7/10... Discriminator Loss: 0.4555... Generator Loss: 3.5447
Epoch 7/10... Discriminator Loss: 0.7999... Generator Loss: 5.4530 Epoch 7/10... Discriminator Loss: 0.6355... Generator Loss: 2.4028 Epoch 7/10... Discriminator Loss: 0.6582... Generator Loss: 3.0877 Epoch 7/10... Discriminator Loss: 0.4552... Generator Loss: 2.4162 Epoch 7/10... Discriminator Loss: 0.4243... Generator Loss: 2.9185 Epoch 7/10... Discriminator Loss: 0.4810... Generator Loss: 2.3841 Epoch 7/10... Discriminator Loss: 0.3953... Generator Loss: 2.9529 Epoch 7/10... Discriminator Loss: 0.3776... Generator Loss: 3.1390 Epoch 7/10... Discriminator Loss: 0.4045... Generator Loss: 3.3220 Epoch 7/10... Discriminator Loss: 0.4235... Generator Loss: 3.5322
Epoch 7/10... Discriminator Loss: 0.4268... Generator Loss: 3.0205 Epoch 7/10... Discriminator Loss: 0.3653... Generator Loss: 4.3606 Epoch 7/10... Discriminator Loss: 0.3729... Generator Loss: 3.2574 Epoch 7/10... Discriminator Loss: 1.2786... Generator Loss: 7.3881 Epoch 7/10... Discriminator Loss: 0.7833... Generator Loss: 1.5703 Epoch 7/10... Discriminator Loss: 0.5370... Generator Loss: 2.0857 Epoch 7/10... Discriminator Loss: 0.5068... Generator Loss: 3.1710 Epoch 7/10... Discriminator Loss: 0.5153... Generator Loss: 2.1424 Epoch 7/10... Discriminator Loss: 0.4094... Generator Loss: 3.2520 Epoch 7/10... Discriminator Loss: 0.4183... Generator Loss: 3.5050
Epoch 7/10... Discriminator Loss: 0.6938... Generator Loss: 2.3384 Epoch 7/10... Discriminator Loss: 0.7151... Generator Loss: 1.8719 Epoch 7/10... Discriminator Loss: 0.5634... Generator Loss: 2.5851 Epoch 7/10... Discriminator Loss: 0.9620... Generator Loss: 3.7444 Epoch 7/10... Discriminator Loss: 0.4959... Generator Loss: 2.3047 Epoch 7/10... Discriminator Loss: 0.4380... Generator Loss: 2.8126 Epoch 7/10... Discriminator Loss: 0.3784... Generator Loss: 3.4056 Epoch 7/10... Discriminator Loss: 0.3903... Generator Loss: 3.6525 Epoch 7/10... Discriminator Loss: 0.4603... Generator Loss: 3.9121 Epoch 7/10... Discriminator Loss: 0.4575... Generator Loss: 3.9701
Epoch 7/10... Discriminator Loss: 0.8719... Generator Loss: 1.9978 Epoch 7/10... Discriminator Loss: 0.5682... Generator Loss: 2.5364 Epoch 7/10... Discriminator Loss: 0.8367... Generator Loss: 2.8557 Epoch 7/10... Discriminator Loss: 0.5515... Generator Loss: 2.0739 Epoch 7/10... Discriminator Loss: 0.4512... Generator Loss: 2.6994 Epoch 7/10... Discriminator Loss: 0.8470... Generator Loss: 1.9763 Epoch 7/10... Discriminator Loss: 0.8086... Generator Loss: 2.3828 Epoch 7/10... Discriminator Loss: 0.4920... Generator Loss: 2.6835 Epoch 7/10... Discriminator Loss: 0.4680... Generator Loss: 2.1856 Epoch 7/10... Discriminator Loss: 0.6907... Generator Loss: 1.5222
Epoch 7/10... Discriminator Loss: 0.4233... Generator Loss: 2.8528 Epoch 7/10... Discriminator Loss: 0.4365... Generator Loss: 2.7103 Epoch 7/10... Discriminator Loss: 0.3990... Generator Loss: 2.8650 Epoch 7/10... Discriminator Loss: 0.3819... Generator Loss: 3.6042 Epoch 7/10... Discriminator Loss: 0.4793... Generator Loss: 4.0486 Epoch 7/10... Discriminator Loss: 0.3954... Generator Loss: 2.6141 Epoch 8/10... Discriminator Loss: 0.6099... Generator Loss: 4.3450
Epoch 8/10... Discriminator Loss: 0.6013... Generator Loss: 2.2790 Epoch 8/10... Discriminator Loss: 0.5815... Generator Loss: 1.9978 Epoch 8/10... Discriminator Loss: 0.5505... Generator Loss: 3.0701 Epoch 8/10... Discriminator Loss: 0.4282... Generator Loss: 3.6099 Epoch 8/10... Discriminator Loss: 0.4177... Generator Loss: 3.6940 Epoch 8/10... Discriminator Loss: 0.8818... Generator Loss: 1.0309 Epoch 8/10... Discriminator Loss: 0.8501... Generator Loss: 1.1892 Epoch 8/10... Discriminator Loss: 0.7126... Generator Loss: 2.1723 Epoch 8/10... Discriminator Loss: 0.4888... Generator Loss: 2.8750 Epoch 8/10... Discriminator Loss: 0.4109... Generator Loss: 3.2472
Epoch 8/10... Discriminator Loss: 0.6240... Generator Loss: 1.9967 Epoch 8/10... Discriminator Loss: 0.9867... Generator Loss: 2.7509 Epoch 8/10... Discriminator Loss: 0.4824... Generator Loss: 2.3400 Epoch 8/10... Discriminator Loss: 0.3826... Generator Loss: 3.6791 Epoch 8/10... Discriminator Loss: 0.5964... Generator Loss: 2.1905 Epoch 8/10... Discriminator Loss: 0.3743... Generator Loss: 3.6862 Epoch 8/10... Discriminator Loss: 0.3858... Generator Loss: 3.8551 Epoch 8/10... Discriminator Loss: 0.4045... Generator Loss: 3.0680 Epoch 8/10... Discriminator Loss: 0.3928... Generator Loss: 3.8970 Epoch 8/10... Discriminator Loss: 0.3794... Generator Loss: 3.3276
Epoch 8/10... Discriminator Loss: 0.5248... Generator Loss: 3.1233 Epoch 8/10... Discriminator Loss: 0.9490... Generator Loss: 1.4091 Epoch 8/10... Discriminator Loss: 0.9126... Generator Loss: 2.5577 Epoch 8/10... Discriminator Loss: 0.7261... Generator Loss: 1.5674 Epoch 8/10... Discriminator Loss: 0.6563... Generator Loss: 1.5897 Epoch 8/10... Discriminator Loss: 0.7089... Generator Loss: 1.1681 Epoch 8/10... Discriminator Loss: 0.5165... Generator Loss: 2.2288 Epoch 8/10... Discriminator Loss: 0.4551... Generator Loss: 3.4805 Epoch 8/10... Discriminator Loss: 0.5852... Generator Loss: 4.1203 Epoch 8/10... Discriminator Loss: 0.8281... Generator Loss: 1.5337
Epoch 8/10... Discriminator Loss: 0.6256... Generator Loss: 1.7035 Epoch 8/10... Discriminator Loss: 0.5283... Generator Loss: 2.5987 Epoch 8/10... Discriminator Loss: 0.4353... Generator Loss: 2.8088 Epoch 8/10... Discriminator Loss: 0.4145... Generator Loss: 2.6710 Epoch 8/10... Discriminator Loss: 0.3842... Generator Loss: 3.5555 Epoch 8/10... Discriminator Loss: 0.4033... Generator Loss: 3.3544 Epoch 8/10... Discriminator Loss: 0.3967... Generator Loss: 3.3505 Epoch 8/10... Discriminator Loss: 0.3847... Generator Loss: 3.4591 Epoch 8/10... Discriminator Loss: 0.5664... Generator Loss: 2.0240 Epoch 8/10... Discriminator Loss: 0.5835... Generator Loss: 1.9308
Epoch 8/10... Discriminator Loss: 0.4181... Generator Loss: 3.1704 Epoch 8/10... Discriminator Loss: 0.6356... Generator Loss: 3.1398 Epoch 8/10... Discriminator Loss: 0.3723... Generator Loss: 3.4263 Epoch 8/10... Discriminator Loss: 0.4006... Generator Loss: 3.4309 Epoch 8/10... Discriminator Loss: 0.3759... Generator Loss: 3.9982 Epoch 8/10... Discriminator Loss: 0.4364... Generator Loss: 2.5052 Epoch 9/10... Discriminator Loss: 0.5562... Generator Loss: 3.9348
Epoch 9/10... Discriminator Loss: 0.3628... Generator Loss: 4.4492 Epoch 9/10... Discriminator Loss: 0.3761... Generator Loss: 3.8205 Epoch 9/10... Discriminator Loss: 0.3932... Generator Loss: 3.0095 Epoch 9/10... Discriminator Loss: 0.3825... Generator Loss: 4.1446 Epoch 9/10... Discriminator Loss: 1.2741... Generator Loss: 2.9905 Epoch 9/10... Discriminator Loss: 0.7451... Generator Loss: 1.7262 Epoch 9/10... Discriminator Loss: 0.6823... Generator Loss: 2.0225 Epoch 9/10... Discriminator Loss: 0.7663... Generator Loss: 3.0823 Epoch 9/10... Discriminator Loss: 0.6348... Generator Loss: 3.1894 Epoch 9/10... Discriminator Loss: 0.4824... Generator Loss: 3.0791
Epoch 9/10... Discriminator Loss: 0.4823... Generator Loss: 2.5188 Epoch 9/10... Discriminator Loss: 0.4457... Generator Loss: 3.5061 Epoch 9/10... Discriminator Loss: 0.4073... Generator Loss: 2.6445 Epoch 9/10... Discriminator Loss: 0.3761... Generator Loss: 3.7851 Epoch 9/10... Discriminator Loss: 1.0206... Generator Loss: 1.8438 Epoch 9/10... Discriminator Loss: 0.6335... Generator Loss: 2.2182 Epoch 9/10... Discriminator Loss: 1.3261... Generator Loss: 5.4053 Epoch 9/10... Discriminator Loss: 0.4603... Generator Loss: 2.6539 Epoch 9/10... Discriminator Loss: 0.4213... Generator Loss: 3.1983 Epoch 9/10... Discriminator Loss: 0.3975... Generator Loss: 3.0744
Epoch 9/10... Discriminator Loss: 0.4245... Generator Loss: 3.5045 Epoch 9/10... Discriminator Loss: 0.3802... Generator Loss: 3.6403 Epoch 9/10... Discriminator Loss: 0.4760... Generator Loss: 3.4910 Epoch 9/10... Discriminator Loss: 0.4799... Generator Loss: 4.0078 Epoch 9/10... Discriminator Loss: 0.3962... Generator Loss: 3.0174 Epoch 9/10... Discriminator Loss: 0.7578... Generator Loss: 4.3025 Epoch 9/10... Discriminator Loss: 0.6115... Generator Loss: 2.3595 Epoch 9/10... Discriminator Loss: 0.5438... Generator Loss: 3.3345 Epoch 9/10... Discriminator Loss: 0.3997... Generator Loss: 3.2059 Epoch 9/10... Discriminator Loss: 0.3898... Generator Loss: 3.7032
Epoch 9/10... Discriminator Loss: 0.4211... Generator Loss: 2.6427 Epoch 9/10... Discriminator Loss: 0.4188... Generator Loss: 2.5960 Epoch 9/10... Discriminator Loss: 0.3977... Generator Loss: 3.7809 Epoch 9/10... Discriminator Loss: 0.3910... Generator Loss: 3.6423 Epoch 9/10... Discriminator Loss: 0.3962... Generator Loss: 2.7488 Epoch 9/10... Discriminator Loss: 0.3719... Generator Loss: 3.3001 Epoch 9/10... Discriminator Loss: 1.3943... Generator Loss: 0.7383 Epoch 9/10... Discriminator Loss: 1.1303... Generator Loss: 1.3484 Epoch 9/10... Discriminator Loss: 0.6501... Generator Loss: 1.9207 Epoch 9/10... Discriminator Loss: 0.5598... Generator Loss: 2.2084
Epoch 9/10... Discriminator Loss: 0.5024... Generator Loss: 1.9773 Epoch 9/10... Discriminator Loss: 0.7452... Generator Loss: 1.6238 Epoch 9/10... Discriminator Loss: 1.2371... Generator Loss: 3.7157 Epoch 9/10... Discriminator Loss: 0.5613... Generator Loss: 2.6079 Epoch 9/10... Discriminator Loss: 0.4275... Generator Loss: 2.9655 Epoch 9/10... Discriminator Loss: 0.5092... Generator Loss: 1.8903 Epoch 10/10... Discriminator Loss: 0.4171... Generator Loss: 3.2551
Epoch 10/10... Discriminator Loss: 0.3949... Generator Loss: 3.7227 Epoch 10/10... Discriminator Loss: 0.4770... Generator Loss: 3.0285 Epoch 10/10... Discriminator Loss: 0.5233... Generator Loss: 3.3890 Epoch 10/10... Discriminator Loss: 0.3933... Generator Loss: 3.7876 Epoch 10/10... Discriminator Loss: 0.4087... Generator Loss: 3.7225 Epoch 10/10... Discriminator Loss: 0.3776... Generator Loss: 3.4392 Epoch 10/10... Discriminator Loss: 0.3933... Generator Loss: 2.7665 Epoch 10/10... Discriminator Loss: 0.3702... Generator Loss: 3.4578 Epoch 10/10... Discriminator Loss: 0.4011... Generator Loss: 3.3049 Epoch 10/10... Discriminator Loss: 0.3860... Generator Loss: 4.2502
Epoch 10/10... Discriminator Loss: 0.3962... Generator Loss: 3.6706 Epoch 10/10... Discriminator Loss: 0.3882... Generator Loss: 3.6421 Epoch 10/10... Discriminator Loss: 0.3933... Generator Loss: 2.9126 Epoch 10/10... Discriminator Loss: 0.4169... Generator Loss: 3.6021 Epoch 10/10... Discriminator Loss: 0.8495... Generator Loss: 2.2867 Epoch 10/10... Discriminator Loss: 0.5654... Generator Loss: 2.0140 Epoch 10/10... Discriminator Loss: 0.6109... Generator Loss: 3.1339 Epoch 10/10... Discriminator Loss: 0.4873... Generator Loss: 3.2643 Epoch 10/10... Discriminator Loss: 0.3875... Generator Loss: 3.7678 Epoch 10/10... Discriminator Loss: 0.4100... Generator Loss: 3.1976
Epoch 10/10... Discriminator Loss: 0.3968... Generator Loss: 3.6338 Epoch 10/10... Discriminator Loss: 0.4022... Generator Loss: 3.9588 Epoch 10/10... Discriminator Loss: 0.3736... Generator Loss: 4.0488 Epoch 10/10... Discriminator Loss: 0.3907... Generator Loss: 3.0417 Epoch 10/10... Discriminator Loss: 0.3764... Generator Loss: 3.7187 Epoch 10/10... Discriminator Loss: 0.4311... Generator Loss: 2.4783 Epoch 10/10... Discriminator Loss: 0.3862... Generator Loss: 3.4019 Epoch 10/10... Discriminator Loss: 0.5543... Generator Loss: 3.7517 Epoch 10/10... Discriminator Loss: 0.8970... Generator Loss: 1.3177 Epoch 10/10... Discriminator Loss: 0.6294... Generator Loss: 2.2596
Epoch 10/10... Discriminator Loss: 0.6240... Generator Loss: 3.4290 Epoch 10/10... Discriminator Loss: 0.4772... Generator Loss: 2.2848 Epoch 10/10... Discriminator Loss: 0.4044... Generator Loss: 2.9343 Epoch 10/10... Discriminator Loss: 0.8048... Generator Loss: 2.0302 Epoch 10/10... Discriminator Loss: 0.6661... Generator Loss: 2.1688 Epoch 10/10... Discriminator Loss: 0.5764... Generator Loss: 1.9379 Epoch 10/10... Discriminator Loss: 0.4735... Generator Loss: 2.8092 Epoch 10/10... Discriminator Loss: 0.4329... Generator Loss: 3.4058 Epoch 10/10... Discriminator Loss: 0.3891... Generator Loss: 3.3152 Epoch 10/10... Discriminator Loss: 0.4126... Generator Loss: 2.9920
Epoch 10/10... Discriminator Loss: 0.4801... Generator Loss: 2.6104 Epoch 10/10... Discriminator Loss: 1.1600... Generator Loss: 3.0938 Epoch 10/10... Discriminator Loss: 0.4646... Generator Loss: 2.3264 Epoch 10/10... Discriminator Loss: 0.4424... Generator Loss: 3.3197 Epoch 10/10... Discriminator Loss: 0.4365... Generator Loss: 3.4956 Epoch 10/10... Discriminator Loss: 0.4066... Generator Loss: 2.6488
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 128
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 25
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/25... Discriminator Loss: 1.4220... Generator Loss: 3.9563
Epoch 1/25... Discriminator Loss: 1.6415... Generator Loss: 6.1172 Epoch 1/25... Discriminator Loss: 1.0475... Generator Loss: 6.3207 Epoch 1/25... Discriminator Loss: 0.8140... Generator Loss: 5.5218 Epoch 1/25... Discriminator Loss: 0.7159... Generator Loss: 6.2071 Epoch 1/25... Discriminator Loss: 0.5709... Generator Loss: 4.7480 Epoch 1/25... Discriminator Loss: 0.5686... Generator Loss: 4.3513 Epoch 1/25... Discriminator Loss: 0.5587... Generator Loss: 3.8861 Epoch 1/25... Discriminator Loss: 0.6548... Generator Loss: 5.7524 Epoch 1/25... Discriminator Loss: 0.5583... Generator Loss: 3.9249 Epoch 1/25... Discriminator Loss: 0.5660... Generator Loss: 3.8573
Epoch 1/25... Discriminator Loss: 0.5929... Generator Loss: 5.6878 Epoch 1/25... Discriminator Loss: 0.6119... Generator Loss: 3.9105 Epoch 1/25... Discriminator Loss: 0.4530... Generator Loss: 4.2601 Epoch 1/25... Discriminator Loss: 0.4991... Generator Loss: 3.4850 Epoch 1/25... Discriminator Loss: 1.0394... Generator Loss: 2.3786 Epoch 1/25... Discriminator Loss: 0.5751... Generator Loss: 2.9290 Epoch 1/25... Discriminator Loss: 0.6042... Generator Loss: 4.2130 Epoch 1/25... Discriminator Loss: 0.8524... Generator Loss: 4.3197 Epoch 1/25... Discriminator Loss: 0.7439... Generator Loss: 2.2627 Epoch 1/25... Discriminator Loss: 0.5998... Generator Loss: 5.1500
Epoch 1/25... Discriminator Loss: 0.6394... Generator Loss: 4.5392 Epoch 1/25... Discriminator Loss: 1.6334... Generator Loss: 9.9709 Epoch 1/25... Discriminator Loss: 0.7621... Generator Loss: 2.8122 Epoch 1/25... Discriminator Loss: 0.8753... Generator Loss: 4.9137 Epoch 1/25... Discriminator Loss: 0.7520... Generator Loss: 4.2885 Epoch 1/25... Discriminator Loss: 0.8706... Generator Loss: 2.4064 Epoch 1/25... Discriminator Loss: 0.7812... Generator Loss: 3.0276 Epoch 1/25... Discriminator Loss: 0.8258... Generator Loss: 3.7385 Epoch 1/25... Discriminator Loss: 1.4509... Generator Loss: 2.2918 Epoch 1/25... Discriminator Loss: 0.7001... Generator Loss: 2.8818
Epoch 1/25... Discriminator Loss: 0.5507... Generator Loss: 3.0363 Epoch 1/25... Discriminator Loss: 0.7103... Generator Loss: 2.8030 Epoch 1/25... Discriminator Loss: 0.6353... Generator Loss: 2.6375 Epoch 1/25... Discriminator Loss: 0.7141... Generator Loss: 3.2918 Epoch 1/25... Discriminator Loss: 0.7204... Generator Loss: 3.5605 Epoch 1/25... Discriminator Loss: 0.9317... Generator Loss: 2.1341 Epoch 1/25... Discriminator Loss: 0.6534... Generator Loss: 2.4657 Epoch 1/25... Discriminator Loss: 0.6539... Generator Loss: 2.7512 Epoch 1/25... Discriminator Loss: 0.5784... Generator Loss: 2.4623 Epoch 1/25... Discriminator Loss: 0.4694... Generator Loss: 2.6890
Epoch 1/25... Discriminator Loss: 0.4970... Generator Loss: 3.0775 Epoch 1/25... Discriminator Loss: 1.0752... Generator Loss: 5.6098 Epoch 1/25... Discriminator Loss: 1.5679... Generator Loss: 2.5318 Epoch 1/25... Discriminator Loss: 0.6144... Generator Loss: 2.5623 Epoch 1/25... Discriminator Loss: 1.2834... Generator Loss: 4.2967 Epoch 1/25... Discriminator Loss: 0.8226... Generator Loss: 4.0023 Epoch 1/25... Discriminator Loss: 0.5535... Generator Loss: 3.0635 Epoch 1/25... Discriminator Loss: 0.9748... Generator Loss: 4.1063 Epoch 1/25... Discriminator Loss: 0.4163... Generator Loss: 3.6820 Epoch 1/25... Discriminator Loss: 0.5820... Generator Loss: 3.6227
Epoch 1/25... Discriminator Loss: 0.4152... Generator Loss: 3.5352 Epoch 1/25... Discriminator Loss: 1.6795... Generator Loss: 3.0699 Epoch 1/25... Discriminator Loss: 0.4529... Generator Loss: 3.3310 Epoch 1/25... Discriminator Loss: 0.4408... Generator Loss: 3.1872 Epoch 1/25... Discriminator Loss: 0.8252... Generator Loss: 2.3441 Epoch 1/25... Discriminator Loss: 0.5260... Generator Loss: 2.3481 Epoch 1/25... Discriminator Loss: 0.4576... Generator Loss: 3.1290 Epoch 1/25... Discriminator Loss: 1.1623... Generator Loss: 3.3589 Epoch 1/25... Discriminator Loss: 0.7713... Generator Loss: 2.8966 Epoch 1/25... Discriminator Loss: 0.9402... Generator Loss: 3.2754
Epoch 1/25... Discriminator Loss: 0.4600... Generator Loss: 2.6290 Epoch 1/25... Discriminator Loss: 0.6326... Generator Loss: 2.1903 Epoch 1/25... Discriminator Loss: 0.6809... Generator Loss: 5.9085 Epoch 1/25... Discriminator Loss: 0.5313... Generator Loss: 3.1737 Epoch 1/25... Discriminator Loss: 0.4407... Generator Loss: 3.9686 Epoch 1/25... Discriminator Loss: 0.9177... Generator Loss: 2.7437 Epoch 1/25... Discriminator Loss: 0.6299... Generator Loss: 3.3325 Epoch 1/25... Discriminator Loss: 1.1043... Generator Loss: 4.2907 Epoch 1/25... Discriminator Loss: 0.3928... Generator Loss: 4.4165 Epoch 1/25... Discriminator Loss: 0.4910... Generator Loss: 3.6149
Epoch 1/25... Discriminator Loss: 1.8228... Generator Loss: 3.5083 Epoch 1/25... Discriminator Loss: 1.2216... Generator Loss: 3.7746 Epoch 1/25... Discriminator Loss: 1.0430... Generator Loss: 2.8151 Epoch 1/25... Discriminator Loss: 1.0104... Generator Loss: 2.9558 Epoch 1/25... Discriminator Loss: 1.1097... Generator Loss: 4.6452 Epoch 1/25... Discriminator Loss: 0.5653... Generator Loss: 2.4436 Epoch 1/25... Discriminator Loss: 0.3672... Generator Loss: 4.9614 Epoch 1/25... Discriminator Loss: 0.4589... Generator Loss: 2.6571 Epoch 1/25... Discriminator Loss: 0.4783... Generator Loss: 1.9977 Epoch 1/25... Discriminator Loss: 0.3860... Generator Loss: 3.6420
Epoch 1/25... Discriminator Loss: 1.5747... Generator Loss: 2.7465 Epoch 1/25... Discriminator Loss: 1.5689... Generator Loss: 4.0670 Epoch 1/25... Discriminator Loss: 0.8797... Generator Loss: 1.4385 Epoch 1/25... Discriminator Loss: 0.5064... Generator Loss: 2.9861 Epoch 1/25... Discriminator Loss: 0.4468... Generator Loss: 4.1261 Epoch 1/25... Discriminator Loss: 0.4048... Generator Loss: 4.3885 Epoch 1/25... Discriminator Loss: 1.0640... Generator Loss: 2.4575 Epoch 1/25... Discriminator Loss: 1.4783... Generator Loss: 2.8772 Epoch 1/25... Discriminator Loss: 0.7135... Generator Loss: 1.9015 Epoch 1/25... Discriminator Loss: 0.4744... Generator Loss: 3.5682
Epoch 1/25... Discriminator Loss: 0.3951... Generator Loss: 5.1515 Epoch 1/25... Discriminator Loss: 0.3950... Generator Loss: 3.3787 Epoch 1/25... Discriminator Loss: 0.4433... Generator Loss: 4.9885 Epoch 1/25... Discriminator Loss: 0.7949... Generator Loss: 3.3096 Epoch 1/25... Discriminator Loss: 0.4319... Generator Loss: 2.1817 Epoch 1/25... Discriminator Loss: 0.8382... Generator Loss: 1.7642 Epoch 1/25... Discriminator Loss: 0.6480... Generator Loss: 2.5853 Epoch 1/25... Discriminator Loss: 0.6266... Generator Loss: 3.7334 Epoch 1/25... Discriminator Loss: 0.9582... Generator Loss: 1.9733 Epoch 1/25... Discriminator Loss: 0.4342... Generator Loss: 2.8452
Epoch 1/25... Discriminator Loss: 0.3568... Generator Loss: 4.8997 Epoch 1/25... Discriminator Loss: 1.8544... Generator Loss: 5.3869 Epoch 1/25... Discriminator Loss: 0.7630... Generator Loss: 1.8888 Epoch 1/25... Discriminator Loss: 0.3712... Generator Loss: 3.7580 Epoch 1/25... Discriminator Loss: 0.4226... Generator Loss: 4.2636 Epoch 1/25... Discriminator Loss: 0.3811... Generator Loss: 5.1800 Epoch 1/25... Discriminator Loss: 1.5419... Generator Loss: 5.0127 Epoch 1/25... Discriminator Loss: 0.6604... Generator Loss: 3.2910 Epoch 1/25... Discriminator Loss: 2.1594... Generator Loss: 1.3507 Epoch 1/25... Discriminator Loss: 0.5504... Generator Loss: 2.8137
Epoch 1/25... Discriminator Loss: 1.4176... Generator Loss: 3.2406 Epoch 1/25... Discriminator Loss: 0.9985... Generator Loss: 2.7185 Epoch 1/25... Discriminator Loss: 0.4213... Generator Loss: 3.0210 Epoch 1/25... Discriminator Loss: 0.9154... Generator Loss: 4.0923 Epoch 1/25... Discriminator Loss: 0.6681... Generator Loss: 2.5976 Epoch 1/25... Discriminator Loss: 1.0165... Generator Loss: 4.1012 Epoch 1/25... Discriminator Loss: 0.5408... Generator Loss: 3.5078 Epoch 1/25... Discriminator Loss: 0.7763... Generator Loss: 3.4642 Epoch 1/25... Discriminator Loss: 0.6009... Generator Loss: 2.4256 Epoch 1/25... Discriminator Loss: 1.6417... Generator Loss: 6.2156
Epoch 1/25... Discriminator Loss: 0.4398... Generator Loss: 5.1839 Epoch 1/25... Discriminator Loss: 1.0444... Generator Loss: 1.7509 Epoch 1/25... Discriminator Loss: 0.5903... Generator Loss: 1.4927 Epoch 1/25... Discriminator Loss: 0.6915... Generator Loss: 1.8278 Epoch 1/25... Discriminator Loss: 1.6058... Generator Loss: 3.3793 Epoch 1/25... Discriminator Loss: 0.4383... Generator Loss: 2.9783 Epoch 1/25... Discriminator Loss: 1.0539... Generator Loss: 2.5207 Epoch 1/25... Discriminator Loss: 1.6045... Generator Loss: 2.5542 Epoch 1/25... Discriminator Loss: 0.9390... Generator Loss: 1.6076 Epoch 1/25... Discriminator Loss: 0.5069... Generator Loss: 2.7898
Epoch 1/25... Discriminator Loss: 1.5167... Generator Loss: 4.0404 Epoch 1/25... Discriminator Loss: 1.2974... Generator Loss: 3.6115 Epoch 1/25... Discriminator Loss: 0.4089... Generator Loss: 3.8062 Epoch 1/25... Discriminator Loss: 0.9652... Generator Loss: 2.2725 Epoch 1/25... Discriminator Loss: 0.8377... Generator Loss: 2.2140 Epoch 1/25... Discriminator Loss: 0.6461... Generator Loss: 2.1509 Epoch 1/25... Discriminator Loss: 0.4708... Generator Loss: 2.5539 Epoch 1/25... Discriminator Loss: 0.6211... Generator Loss: 2.7934 Epoch 1/25... Discriminator Loss: 0.4446... Generator Loss: 3.2281 Epoch 1/25... Discriminator Loss: 0.6098... Generator Loss: 2.8736
Epoch 1/25... Discriminator Loss: 1.0361... Generator Loss: 2.6154 Epoch 1/25... Discriminator Loss: 1.0473... Generator Loss: 4.2860 Epoch 1/25... Discriminator Loss: 0.6378... Generator Loss: 2.6030 Epoch 1/25... Discriminator Loss: 0.4944... Generator Loss: 2.7287 Epoch 1/25... Discriminator Loss: 1.1382... Generator Loss: 2.4237 Epoch 1/25... Discriminator Loss: 0.5327... Generator Loss: 2.3020 Epoch 1/25... Discriminator Loss: 0.8720... Generator Loss: 1.9123 Epoch 1/25... Discriminator Loss: 0.6843... Generator Loss: 1.9620 Epoch 1/25... Discriminator Loss: 0.4813... Generator Loss: 3.1326 Epoch 1/25... Discriminator Loss: 0.8178... Generator Loss: 2.2117
Epoch 1/25... Discriminator Loss: 0.3841... Generator Loss: 3.6895 Epoch 1/25... Discriminator Loss: 1.4627... Generator Loss: 3.3760 Epoch 1/25... Discriminator Loss: 0.3639... Generator Loss: 4.4040 Epoch 1/25... Discriminator Loss: 0.8118... Generator Loss: 3.1854 Epoch 1/25... Discriminator Loss: 0.3784... Generator Loss: 4.3049 Epoch 1/25... Discriminator Loss: 0.4400... Generator Loss: 3.2342 Epoch 1/25... Discriminator Loss: 0.5109... Generator Loss: 2.9967 Epoch 1/25... Discriminator Loss: 0.4659... Generator Loss: 3.2561 Epoch 2/25... Discriminator Loss: 1.4865... Generator Loss: 4.3828
Epoch 2/25... Discriminator Loss: 0.5332... Generator Loss: 2.3537 Epoch 2/25... Discriminator Loss: 0.4364... Generator Loss: 4.6147 Epoch 2/25... Discriminator Loss: 0.7460... Generator Loss: 4.2716 Epoch 2/25... Discriminator Loss: 1.0090... Generator Loss: 4.4084 Epoch 2/25... Discriminator Loss: 0.7543... Generator Loss: 2.1872 Epoch 2/25... Discriminator Loss: 0.9940... Generator Loss: 2.2259 Epoch 2/25... Discriminator Loss: 1.2201... Generator Loss: 3.0178 Epoch 2/25... Discriminator Loss: 0.4697... Generator Loss: 2.7936 Epoch 2/25... Discriminator Loss: 0.6520... Generator Loss: 2.9152 Epoch 2/25... Discriminator Loss: 1.2845... Generator Loss: 2.5546
Epoch 2/25... Discriminator Loss: 0.6009... Generator Loss: 2.7040 Epoch 2/25... Discriminator Loss: 0.5270... Generator Loss: 2.8692 Epoch 2/25... Discriminator Loss: 0.4858... Generator Loss: 2.8359 Epoch 2/25... Discriminator Loss: 0.5279... Generator Loss: 4.2331 Epoch 2/25... Discriminator Loss: 0.9697... Generator Loss: 2.3999 Epoch 2/25... Discriminator Loss: 0.3576... Generator Loss: 6.6829 Epoch 2/25... Discriminator Loss: 0.4734... Generator Loss: 5.1493 Epoch 2/25... Discriminator Loss: 0.3967... Generator Loss: 4.3508 Epoch 2/25... Discriminator Loss: 0.7729... Generator Loss: 2.0790 Epoch 2/25... Discriminator Loss: 0.7448... Generator Loss: 2.2113
Epoch 2/25... Discriminator Loss: 0.5471... Generator Loss: 2.3809 Epoch 2/25... Discriminator Loss: 0.6235... Generator Loss: 3.1631 Epoch 2/25... Discriminator Loss: 0.4648... Generator Loss: 3.5993 Epoch 2/25... Discriminator Loss: 1.2629... Generator Loss: 3.3211 Epoch 2/25... Discriminator Loss: 2.3502... Generator Loss: 2.6545 Epoch 2/25... Discriminator Loss: 0.5548... Generator Loss: 3.7460 Epoch 2/25... Discriminator Loss: 0.7190... Generator Loss: 3.1049 Epoch 2/25... Discriminator Loss: 1.3750... Generator Loss: 2.4627 Epoch 2/25... Discriminator Loss: 0.4642... Generator Loss: 2.9740 Epoch 2/25... Discriminator Loss: 0.4697... Generator Loss: 3.1776
Epoch 2/25... Discriminator Loss: 0.3704... Generator Loss: 5.7733 Epoch 2/25... Discriminator Loss: 1.0170... Generator Loss: 5.6655 Epoch 2/25... Discriminator Loss: 0.8741... Generator Loss: 3.5836 Epoch 2/25... Discriminator Loss: 0.8734... Generator Loss: 1.0057 Epoch 2/25... Discriminator Loss: 0.6297... Generator Loss: 2.7958 Epoch 2/25... Discriminator Loss: 0.5025... Generator Loss: 2.9942 Epoch 2/25... Discriminator Loss: 0.8591... Generator Loss: 5.4892 Epoch 2/25... Discriminator Loss: 1.7742... Generator Loss: 7.1140 Epoch 2/25... Discriminator Loss: 0.8139... Generator Loss: 3.1387 Epoch 2/25... Discriminator Loss: 0.4803... Generator Loss: 3.1602
Epoch 2/25... Discriminator Loss: 0.6845... Generator Loss: 3.0775 Epoch 2/25... Discriminator Loss: 1.6903... Generator Loss: 5.9231 Epoch 2/25... Discriminator Loss: 0.4595... Generator Loss: 3.0826 Epoch 2/25... Discriminator Loss: 0.7371... Generator Loss: 2.1156 Epoch 2/25... Discriminator Loss: 0.7088... Generator Loss: 3.2308 Epoch 2/25... Discriminator Loss: 0.4491... Generator Loss: 3.6723 Epoch 2/25... Discriminator Loss: 1.6627... Generator Loss: 2.7600 Epoch 2/25... Discriminator Loss: 0.3841... Generator Loss: 4.2934 Epoch 2/25... Discriminator Loss: 0.7007... Generator Loss: 2.6695 Epoch 2/25... Discriminator Loss: 1.3796... Generator Loss: 3.3085
Epoch 2/25... Discriminator Loss: 0.5105... Generator Loss: 3.1461 Epoch 2/25... Discriminator Loss: 0.6669... Generator Loss: 2.3684 Epoch 2/25... Discriminator Loss: 1.9132... Generator Loss: 3.8318 Epoch 2/25... Discriminator Loss: 0.6215... Generator Loss: 2.6908 Epoch 2/25... Discriminator Loss: 0.7525... Generator Loss: 2.0140 Epoch 2/25... Discriminator Loss: 0.5377... Generator Loss: 3.9505 Epoch 2/25... Discriminator Loss: 0.5544... Generator Loss: 2.7919 Epoch 2/25... Discriminator Loss: 0.7461... Generator Loss: 4.8519 Epoch 2/25... Discriminator Loss: 1.1255... Generator Loss: 1.7292 Epoch 2/25... Discriminator Loss: 1.3596... Generator Loss: 4.9574
Epoch 2/25... Discriminator Loss: 0.9289... Generator Loss: 2.5240 Epoch 2/25... Discriminator Loss: 1.0435... Generator Loss: 3.8062 Epoch 2/25... Discriminator Loss: 0.5163... Generator Loss: 2.6168 Epoch 2/25... Discriminator Loss: 2.4123... Generator Loss: 6.7176 Epoch 2/25... Discriminator Loss: 0.6661... Generator Loss: 2.2822 Epoch 2/25... Discriminator Loss: 0.6790... Generator Loss: 2.7620 Epoch 2/25... Discriminator Loss: 0.6000... Generator Loss: 3.1614 Epoch 2/25... Discriminator Loss: 0.5595... Generator Loss: 1.7931 Epoch 2/25... Discriminator Loss: 0.4127... Generator Loss: 3.6508 Epoch 2/25... Discriminator Loss: 0.9695... Generator Loss: 4.2287
Epoch 2/25... Discriminator Loss: 0.7050... Generator Loss: 2.2653 Epoch 2/25... Discriminator Loss: 0.5441... Generator Loss: 1.8640 Epoch 2/25... Discriminator Loss: 0.8503... Generator Loss: 3.3416 Epoch 2/25... Discriminator Loss: 0.6340... Generator Loss: 1.9383 Epoch 2/25... Discriminator Loss: 0.6420... Generator Loss: 3.1264 Epoch 2/25... Discriminator Loss: 0.5373... Generator Loss: 2.3971 Epoch 2/25... Discriminator Loss: 0.8635... Generator Loss: 2.7973 Epoch 2/25... Discriminator Loss: 0.8585... Generator Loss: 2.2932 Epoch 2/25... Discriminator Loss: 0.5958... Generator Loss: 3.8707 Epoch 2/25... Discriminator Loss: 2.2180... Generator Loss: 4.1146
Epoch 2/25... Discriminator Loss: 0.4188... Generator Loss: 4.7010 Epoch 2/25... Discriminator Loss: 1.0545... Generator Loss: 4.9353 Epoch 2/25... Discriminator Loss: 1.0523... Generator Loss: 4.4714 Epoch 2/25... Discriminator Loss: 0.9107... Generator Loss: 4.0653 Epoch 2/25... Discriminator Loss: 0.9416... Generator Loss: 3.0191 Epoch 2/25... Discriminator Loss: 0.3921... Generator Loss: 3.5376 Epoch 2/25... Discriminator Loss: 0.5691... Generator Loss: 3.0163 Epoch 2/25... Discriminator Loss: 1.0024... Generator Loss: 1.1604 Epoch 2/25... Discriminator Loss: 0.3582... Generator Loss: 4.8436 Epoch 2/25... Discriminator Loss: 1.0122... Generator Loss: 3.2813
Epoch 2/25... Discriminator Loss: 0.4113... Generator Loss: 4.6006 Epoch 2/25... Discriminator Loss: 0.7299... Generator Loss: 2.8218 Epoch 2/25... Discriminator Loss: 0.6337... Generator Loss: 2.5884 Epoch 2/25... Discriminator Loss: 1.1927... Generator Loss: 3.7638 Epoch 2/25... Discriminator Loss: 0.6419... Generator Loss: 1.5175 Epoch 2/25... Discriminator Loss: 1.0298... Generator Loss: 3.0370 Epoch 2/25... Discriminator Loss: 0.5151... Generator Loss: 3.6367 Epoch 2/25... Discriminator Loss: 0.7330... Generator Loss: 1.9641 Epoch 2/25... Discriminator Loss: 1.2570... Generator Loss: 4.1322 Epoch 2/25... Discriminator Loss: 0.9891... Generator Loss: 3.7797
Epoch 2/25... Discriminator Loss: 0.7376... Generator Loss: 3.4758 Epoch 2/25... Discriminator Loss: 0.4933... Generator Loss: 4.7886 Epoch 2/25... Discriminator Loss: 0.7549... Generator Loss: 1.9562 Epoch 2/25... Discriminator Loss: 1.3083... Generator Loss: 5.6551 Epoch 2/25... Discriminator Loss: 1.3050... Generator Loss: 2.6412 Epoch 2/25... Discriminator Loss: 0.6983... Generator Loss: 2.4792 Epoch 2/25... Discriminator Loss: 0.4795... Generator Loss: 3.0790 Epoch 2/25... Discriminator Loss: 0.3935... Generator Loss: 3.1651 Epoch 2/25... Discriminator Loss: 1.6626... Generator Loss: 8.6457 Epoch 2/25... Discriminator Loss: 0.5155... Generator Loss: 2.8878
Epoch 2/25... Discriminator Loss: 0.4547... Generator Loss: 4.5045 Epoch 2/25... Discriminator Loss: 0.9437... Generator Loss: 3.7088 Epoch 2/25... Discriminator Loss: 0.4898... Generator Loss: 2.3431 Epoch 2/25... Discriminator Loss: 0.6124... Generator Loss: 3.6208 Epoch 2/25... Discriminator Loss: 1.4166... Generator Loss: 5.3424 Epoch 2/25... Discriminator Loss: 0.7280... Generator Loss: 3.9396 Epoch 2/25... Discriminator Loss: 0.3890... Generator Loss: 4.8242 Epoch 2/25... Discriminator Loss: 1.2383... Generator Loss: 2.2724 Epoch 2/25... Discriminator Loss: 0.5156... Generator Loss: 2.8069 Epoch 2/25... Discriminator Loss: 0.8134... Generator Loss: 4.2061
Epoch 2/25... Discriminator Loss: 0.8446... Generator Loss: 2.6420 Epoch 2/25... Discriminator Loss: 1.7761... Generator Loss: 5.7702 Epoch 2/25... Discriminator Loss: 0.3847... Generator Loss: 3.9111 Epoch 2/25... Discriminator Loss: 0.3961... Generator Loss: 3.6674 Epoch 2/25... Discriminator Loss: 0.3754... Generator Loss: 3.8626 Epoch 2/25... Discriminator Loss: 1.2221... Generator Loss: 5.5353 Epoch 2/25... Discriminator Loss: 0.3530... Generator Loss: 5.4437 Epoch 2/25... Discriminator Loss: 0.3752... Generator Loss: 3.9668 Epoch 2/25... Discriminator Loss: 1.4528... Generator Loss: 3.0619 Epoch 2/25... Discriminator Loss: 0.4471... Generator Loss: 3.1121
Epoch 2/25... Discriminator Loss: 0.4283... Generator Loss: 4.8785 Epoch 2/25... Discriminator Loss: 0.9325... Generator Loss: 3.7178 Epoch 2/25... Discriminator Loss: 0.9306... Generator Loss: 1.9266 Epoch 2/25... Discriminator Loss: 0.7573... Generator Loss: 3.3532 Epoch 2/25... Discriminator Loss: 0.4472... Generator Loss: 2.8229 Epoch 2/25... Discriminator Loss: 0.3812... Generator Loss: 3.4817 Epoch 2/25... Discriminator Loss: 0.4197... Generator Loss: 3.7980 Epoch 2/25... Discriminator Loss: 0.4704... Generator Loss: 2.9336 Epoch 2/25... Discriminator Loss: 0.5585... Generator Loss: 3.2856 Epoch 2/25... Discriminator Loss: 0.4057... Generator Loss: 6.2265
Epoch 2/25... Discriminator Loss: 0.6575... Generator Loss: 3.1106 Epoch 2/25... Discriminator Loss: 0.8896... Generator Loss: 3.5388 Epoch 2/25... Discriminator Loss: 0.4146... Generator Loss: 3.6337 Epoch 2/25... Discriminator Loss: 1.5094... Generator Loss: 4.7986 Epoch 2/25... Discriminator Loss: 0.7411... Generator Loss: 3.4525 Epoch 2/25... Discriminator Loss: 0.3634... Generator Loss: 4.4761 Epoch 2/25... Discriminator Loss: 0.5351... Generator Loss: 2.7628 Epoch 2/25... Discriminator Loss: 0.5176... Generator Loss: 3.5289 Epoch 2/25... Discriminator Loss: 0.3796... Generator Loss: 7.0739 Epoch 2/25... Discriminator Loss: 0.9072... Generator Loss: 4.9588
Epoch 2/25... Discriminator Loss: 1.2125... Generator Loss: 4.6071 Epoch 2/25... Discriminator Loss: 0.4217... Generator Loss: 2.8243 Epoch 2/25... Discriminator Loss: 0.6483... Generator Loss: 5.0655 Epoch 2/25... Discriminator Loss: 0.3608... Generator Loss: 4.4112 Epoch 2/25... Discriminator Loss: 1.4481... Generator Loss: 3.8596 Epoch 2/25... Discriminator Loss: 0.3787... Generator Loss: 4.8937 Epoch 2/25... Discriminator Loss: 0.5292... Generator Loss: 3.0260 Epoch 2/25... Discriminator Loss: 1.7614... Generator Loss: 4.3594 Epoch 3/25... Discriminator Loss: 0.6429... Generator Loss: 2.0194
Epoch 3/25... Discriminator Loss: 0.3480... Generator Loss: 5.6848 Epoch 3/25... Discriminator Loss: 0.7583... Generator Loss: 4.2920 Epoch 3/25... Discriminator Loss: 0.9449... Generator Loss: 5.7218 Epoch 3/25... Discriminator Loss: 0.4635... Generator Loss: 3.1388 Epoch 3/25... Discriminator Loss: 0.7327... Generator Loss: 2.1806 Epoch 3/25... Discriminator Loss: 0.4278... Generator Loss: 3.4729 Epoch 3/25... Discriminator Loss: 0.7424... Generator Loss: 3.8373 Epoch 3/25... Discriminator Loss: 0.6353... Generator Loss: 3.5985 Epoch 3/25... Discriminator Loss: 0.6095... Generator Loss: 2.7369 Epoch 3/25... Discriminator Loss: 0.4642... Generator Loss: 5.3203
Epoch 3/25... Discriminator Loss: 0.9019... Generator Loss: 1.7956 Epoch 3/25... Discriminator Loss: 0.3883... Generator Loss: 3.5540 Epoch 3/25... Discriminator Loss: 0.6288... Generator Loss: 4.3130 Epoch 3/25... Discriminator Loss: 0.3476... Generator Loss: 6.2724 Epoch 3/25... Discriminator Loss: 0.3928... Generator Loss: 3.0484 Epoch 3/25... Discriminator Loss: 0.9973... Generator Loss: 4.5159 Epoch 3/25... Discriminator Loss: 0.9945... Generator Loss: 3.9642 Epoch 3/25... Discriminator Loss: 0.9857... Generator Loss: 5.5705 Epoch 3/25... Discriminator Loss: 0.3763... Generator Loss: 4.1257 Epoch 3/25... Discriminator Loss: 1.2404... Generator Loss: 3.2584
Epoch 3/25... Discriminator Loss: 0.3862... Generator Loss: 3.8519 Epoch 3/25... Discriminator Loss: 0.3767... Generator Loss: 6.4909 Epoch 3/25... Discriminator Loss: 0.3871... Generator Loss: 3.1368 Epoch 3/25... Discriminator Loss: 0.3974... Generator Loss: 3.5600 Epoch 3/25... Discriminator Loss: 0.4944... Generator Loss: 2.8179 Epoch 3/25... Discriminator Loss: 0.6580... Generator Loss: 2.7508 Epoch 3/25... Discriminator Loss: 0.4101... Generator Loss: 3.6670 Epoch 3/25... Discriminator Loss: 0.6214... Generator Loss: 2.4195 Epoch 3/25... Discriminator Loss: 0.4156... Generator Loss: 2.9238 Epoch 3/25... Discriminator Loss: 0.3616... Generator Loss: 4.2743
Epoch 3/25... Discriminator Loss: 0.4574... Generator Loss: 3.2594 Epoch 3/25... Discriminator Loss: 0.3509... Generator Loss: 5.2087 Epoch 3/25... Discriminator Loss: 0.7918... Generator Loss: 1.9061 Epoch 3/25... Discriminator Loss: 0.7036... Generator Loss: 2.8048 Epoch 3/25... Discriminator Loss: 0.6228... Generator Loss: 3.2648 Epoch 3/25... Discriminator Loss: 0.4842... Generator Loss: 3.5411 Epoch 3/25... Discriminator Loss: 0.4109... Generator Loss: 3.5350 Epoch 3/25... Discriminator Loss: 0.5475... Generator Loss: 3.1609 Epoch 3/25... Discriminator Loss: 1.1926... Generator Loss: 1.8963 Epoch 3/25... Discriminator Loss: 0.4353... Generator Loss: 3.1195
Epoch 3/25... Discriminator Loss: 1.2081... Generator Loss: 2.3500 Epoch 3/25... Discriminator Loss: 0.7832... Generator Loss: 2.4156 Epoch 3/25... Discriminator Loss: 0.9063... Generator Loss: 3.4442 Epoch 3/25... Discriminator Loss: 0.3829... Generator Loss: 3.5076 Epoch 3/25... Discriminator Loss: 0.3855... Generator Loss: 3.5789 Epoch 3/25... Discriminator Loss: 0.5510... Generator Loss: 2.1088 Epoch 3/25... Discriminator Loss: 0.8083... Generator Loss: 3.8248 Epoch 3/25... Discriminator Loss: 0.4885... Generator Loss: 3.3733 Epoch 3/25... Discriminator Loss: 0.3790... Generator Loss: 4.1948 Epoch 3/25... Discriminator Loss: 0.3717... Generator Loss: 3.7257
Epoch 3/25... Discriminator Loss: 2.0174... Generator Loss: 4.9951 Epoch 3/25... Discriminator Loss: 0.5500... Generator Loss: 3.2325 Epoch 3/25... Discriminator Loss: 1.1846... Generator Loss: 5.3854 Epoch 3/25... Discriminator Loss: 0.7994... Generator Loss: 5.2939 Epoch 3/25... Discriminator Loss: 0.7162... Generator Loss: 2.2298 Epoch 3/25... Discriminator Loss: 0.7161... Generator Loss: 6.9359 Epoch 3/25... Discriminator Loss: 0.3463... Generator Loss: 6.2764 Epoch 3/25... Discriminator Loss: 0.8449... Generator Loss: 2.8083 Epoch 3/25... Discriminator Loss: 0.5120... Generator Loss: 3.2313 Epoch 3/25... Discriminator Loss: 0.4321... Generator Loss: 3.0784
Epoch 3/25... Discriminator Loss: 0.4726... Generator Loss: 2.7555 Epoch 3/25... Discriminator Loss: 0.4585... Generator Loss: 4.6966 Epoch 3/25... Discriminator Loss: 0.8641... Generator Loss: 2.1604 Epoch 3/25... Discriminator Loss: 0.5047... Generator Loss: 3.0886 Epoch 3/25... Discriminator Loss: 0.6262... Generator Loss: 1.9063 Epoch 3/25... Discriminator Loss: 0.4436... Generator Loss: 2.6695 Epoch 3/25... Discriminator Loss: 0.6813... Generator Loss: 3.8300 Epoch 3/25... Discriminator Loss: 0.3783... Generator Loss: 3.8502 Epoch 3/25... Discriminator Loss: 0.4900... Generator Loss: 2.6631 Epoch 3/25... Discriminator Loss: 0.7711... Generator Loss: 3.0123
Epoch 3/25... Discriminator Loss: 0.5972... Generator Loss: 2.9312 Epoch 3/25... Discriminator Loss: 0.3769... Generator Loss: 3.4408 Epoch 3/25... Discriminator Loss: 0.3547... Generator Loss: 8.5217 Epoch 3/25... Discriminator Loss: 0.3929... Generator Loss: 3.3360 Epoch 3/25... Discriminator Loss: 0.4029... Generator Loss: 2.6911 Epoch 3/25... Discriminator Loss: 0.3452... Generator Loss: 8.1638 Epoch 3/25... Discriminator Loss: 0.3745... Generator Loss: 3.3347 Epoch 3/25... Discriminator Loss: 0.5538... Generator Loss: 3.3852 Epoch 3/25... Discriminator Loss: 0.9232... Generator Loss: 2.6338 Epoch 3/25... Discriminator Loss: 0.3558... Generator Loss: 4.1580
Epoch 3/25... Discriminator Loss: 0.4763... Generator Loss: 4.3912 Epoch 3/25... Discriminator Loss: 0.4831... Generator Loss: 2.1971 Epoch 3/25... Discriminator Loss: 0.3998... Generator Loss: 3.6123 Epoch 3/25... Discriminator Loss: 0.4767... Generator Loss: 2.8320 Epoch 3/25... Discriminator Loss: 1.0231... Generator Loss: 3.1768 Epoch 3/25... Discriminator Loss: 0.8494... Generator Loss: 2.6263 Epoch 3/25... Discriminator Loss: 0.3851... Generator Loss: 2.9080 Epoch 3/25... Discriminator Loss: 0.8643... Generator Loss: 7.9805 Epoch 3/25... Discriminator Loss: 1.2082... Generator Loss: 10.8444 Epoch 3/25... Discriminator Loss: 1.1362... Generator Loss: 5.7337
Epoch 3/25... Discriminator Loss: 0.4523... Generator Loss: 2.4076 Epoch 3/25... Discriminator Loss: 0.3901... Generator Loss: 4.6505 Epoch 3/25... Discriminator Loss: 1.4656... Generator Loss: 3.5473 Epoch 3/25... Discriminator Loss: 0.9159... Generator Loss: 2.6941 Epoch 3/25... Discriminator Loss: 0.5677... Generator Loss: 6.2921 Epoch 3/25... Discriminator Loss: 0.9236... Generator Loss: 3.3277 Epoch 3/25... Discriminator Loss: 0.4304... Generator Loss: 3.8458 Epoch 3/25... Discriminator Loss: 0.9727... Generator Loss: 3.8485 Epoch 3/25... Discriminator Loss: 0.4505... Generator Loss: 3.6080 Epoch 3/25... Discriminator Loss: 0.3870... Generator Loss: 3.4744
Epoch 3/25... Discriminator Loss: 0.5533... Generator Loss: 3.5841 Epoch 3/25... Discriminator Loss: 0.3786... Generator Loss: 6.5240 Epoch 3/25... Discriminator Loss: 0.9975... Generator Loss: 1.4592 Epoch 3/25... Discriminator Loss: 0.4100... Generator Loss: 3.9242 Epoch 3/25... Discriminator Loss: 0.7035... Generator Loss: 2.0321 Epoch 3/25... Discriminator Loss: 0.7545... Generator Loss: 9.2834 Epoch 3/25... Discriminator Loss: 1.5744... Generator Loss: 2.4773 Epoch 3/25... Discriminator Loss: 0.5308... Generator Loss: 2.4844 Epoch 3/25... Discriminator Loss: 0.6842... Generator Loss: 4.3924 Epoch 3/25... Discriminator Loss: 1.2730... Generator Loss: 5.0682
Epoch 3/25... Discriminator Loss: 0.5776... Generator Loss: 2.9952 Epoch 3/25... Discriminator Loss: 0.4186... Generator Loss: 2.9223 Epoch 3/25... Discriminator Loss: 0.4326... Generator Loss: 4.8957 Epoch 3/25... Discriminator Loss: 1.0618... Generator Loss: 3.9449 Epoch 3/25... Discriminator Loss: 0.7044... Generator Loss: 2.5270 Epoch 3/25... Discriminator Loss: 1.7166... Generator Loss: 4.6165 Epoch 3/25... Discriminator Loss: 1.5237... Generator Loss: 2.8564 Epoch 3/25... Discriminator Loss: 0.3764... Generator Loss: 4.2085 Epoch 3/25... Discriminator Loss: 0.3589... Generator Loss: 5.2496 Epoch 3/25... Discriminator Loss: 0.9220... Generator Loss: 1.9054
Epoch 3/25... Discriminator Loss: 0.5240... Generator Loss: 2.7220 Epoch 3/25... Discriminator Loss: 1.1180... Generator Loss: 2.5429 Epoch 3/25... Discriminator Loss: 0.4447... Generator Loss: 2.7440 Epoch 3/25... Discriminator Loss: 1.0064... Generator Loss: 5.0644 Epoch 3/25... Discriminator Loss: 0.5786... Generator Loss: 2.7817 Epoch 3/25... Discriminator Loss: 0.8346... Generator Loss: 4.4845 Epoch 3/25... Discriminator Loss: 0.7082... Generator Loss: 2.0317 Epoch 3/25... Discriminator Loss: 0.4211... Generator Loss: 3.9200 Epoch 3/25... Discriminator Loss: 0.5760... Generator Loss: 2.7499 Epoch 3/25... Discriminator Loss: 0.6652... Generator Loss: 3.6725
Epoch 3/25... Discriminator Loss: 0.5867... Generator Loss: 2.8441 Epoch 3/25... Discriminator Loss: 0.3764... Generator Loss: 5.5268 Epoch 3/25... Discriminator Loss: 0.4317... Generator Loss: 3.1070 Epoch 3/25... Discriminator Loss: 0.3779... Generator Loss: 4.4552 Epoch 3/25... Discriminator Loss: 1.1452... Generator Loss: 4.4790 Epoch 3/25... Discriminator Loss: 1.0457... Generator Loss: 2.6623 Epoch 3/25... Discriminator Loss: 0.4467... Generator Loss: 2.7393 Epoch 3/25... Discriminator Loss: 0.8378... Generator Loss: 2.7921 Epoch 3/25... Discriminator Loss: 0.5298... Generator Loss: 2.0605 Epoch 3/25... Discriminator Loss: 1.3334... Generator Loss: 3.6101
Epoch 3/25... Discriminator Loss: 0.8407... Generator Loss: 2.5816 Epoch 3/25... Discriminator Loss: 0.8990... Generator Loss: 3.3273 Epoch 3/25... Discriminator Loss: 0.9217... Generator Loss: 1.6423 Epoch 3/25... Discriminator Loss: 1.2306... Generator Loss: 2.5698 Epoch 3/25... Discriminator Loss: 0.8549... Generator Loss: 5.4040 Epoch 3/25... Discriminator Loss: 0.5021... Generator Loss: 3.1547 Epoch 3/25... Discriminator Loss: 0.3637... Generator Loss: 7.2357 Epoch 3/25... Discriminator Loss: 0.3777... Generator Loss: 8.3119 Epoch 3/25... Discriminator Loss: 0.4417... Generator Loss: 5.5059 Epoch 3/25... Discriminator Loss: 0.4608... Generator Loss: 2.9346
Epoch 3/25... Discriminator Loss: 0.7860... Generator Loss: 2.8232 Epoch 3/25... Discriminator Loss: 0.3883... Generator Loss: 2.6450 Epoch 3/25... Discriminator Loss: 0.9413... Generator Loss: 4.9843 Epoch 3/25... Discriminator Loss: 0.8580... Generator Loss: 2.5069 Epoch 3/25... Discriminator Loss: 0.9721... Generator Loss: 3.7028 Epoch 3/25... Discriminator Loss: 0.3634... Generator Loss: 3.6164 Epoch 3/25... Discriminator Loss: 0.5104... Generator Loss: 3.1132 Epoch 3/25... Discriminator Loss: 0.3516... Generator Loss: 4.7200 Epoch 4/25... Discriminator Loss: 0.3800... Generator Loss: 4.0361
Epoch 4/25... Discriminator Loss: 0.6833... Generator Loss: 4.4758 Epoch 4/25... Discriminator Loss: 0.3969... Generator Loss: 3.7255 Epoch 4/25... Discriminator Loss: 0.3710... Generator Loss: 4.2299 Epoch 4/25... Discriminator Loss: 0.8992... Generator Loss: 2.0822 Epoch 4/25... Discriminator Loss: 0.5264... Generator Loss: 2.7710 Epoch 4/25... Discriminator Loss: 1.0589... Generator Loss: 4.2422 Epoch 4/25... Discriminator Loss: 0.9905... Generator Loss: 1.9276 Epoch 4/25... Discriminator Loss: 0.8242... Generator Loss: 3.5795 Epoch 4/25... Discriminator Loss: 0.7181... Generator Loss: 2.5111 Epoch 4/25... Discriminator Loss: 0.7904... Generator Loss: 4.9700
Epoch 4/25... Discriminator Loss: 0.6936... Generator Loss: 6.6656 Epoch 4/25... Discriminator Loss: 0.3460... Generator Loss: 5.0208 Epoch 4/25... Discriminator Loss: 0.8641... Generator Loss: 3.9333 Epoch 4/25... Discriminator Loss: 0.5140... Generator Loss: 3.5587 Epoch 4/25... Discriminator Loss: 0.4625... Generator Loss: 3.0364 Epoch 4/25... Discriminator Loss: 0.4070... Generator Loss: 3.3018 Epoch 4/25... Discriminator Loss: 0.4269... Generator Loss: 5.0941 Epoch 4/25... Discriminator Loss: 0.6972... Generator Loss: 4.4612 Epoch 4/25... Discriminator Loss: 0.4533... Generator Loss: 5.1435 Epoch 4/25... Discriminator Loss: 0.4407... Generator Loss: 3.0329
Epoch 4/25... Discriminator Loss: 0.3746... Generator Loss: 3.6868 Epoch 4/25... Discriminator Loss: 0.5420... Generator Loss: 2.3844 Epoch 4/25... Discriminator Loss: 0.9759... Generator Loss: 5.4323 Epoch 4/25... Discriminator Loss: 0.4637... Generator Loss: 2.5862 Epoch 4/25... Discriminator Loss: 0.4928... Generator Loss: 5.1587 Epoch 4/25... Discriminator Loss: 0.7904... Generator Loss: 3.6247 Epoch 4/25... Discriminator Loss: 0.6378... Generator Loss: 2.0769 Epoch 4/25... Discriminator Loss: 0.4231... Generator Loss: 3.2090 Epoch 4/25... Discriminator Loss: 0.6277... Generator Loss: 6.3794 Epoch 4/25... Discriminator Loss: 0.4018... Generator Loss: 3.5631
Epoch 4/25... Discriminator Loss: 0.3601... Generator Loss: 4.2456 Epoch 4/25... Discriminator Loss: 0.6874... Generator Loss: 2.6260 Epoch 4/25... Discriminator Loss: 1.0848... Generator Loss: 5.7826 Epoch 4/25... Discriminator Loss: 0.7227... Generator Loss: 3.1207 Epoch 4/25... Discriminator Loss: 0.6454... Generator Loss: 3.7818 Epoch 4/25... Discriminator Loss: 1.0012... Generator Loss: 4.9880 Epoch 4/25... Discriminator Loss: 0.7047... Generator Loss: 2.5035 Epoch 4/25... Discriminator Loss: 1.0076... Generator Loss: 2.1139 Epoch 4/25... Discriminator Loss: 0.9473... Generator Loss: 3.7752 Epoch 4/25... Discriminator Loss: 0.8057... Generator Loss: 9.5400
Epoch 4/25... Discriminator Loss: 0.4364... Generator Loss: 2.5382 Epoch 4/25... Discriminator Loss: 0.8391... Generator Loss: 2.6897 Epoch 4/25... Discriminator Loss: 0.8840... Generator Loss: 3.8540 Epoch 4/25... Discriminator Loss: 1.1228... Generator Loss: 2.4997 Epoch 4/25... Discriminator Loss: 0.9496... Generator Loss: 3.1563 Epoch 4/25... Discriminator Loss: 0.5142... Generator Loss: 2.6594 Epoch 4/25... Discriminator Loss: 0.4554... Generator Loss: 2.8225 Epoch 4/25... Discriminator Loss: 0.9955... Generator Loss: 1.4071 Epoch 4/25... Discriminator Loss: 0.4803... Generator Loss: 3.0960 Epoch 4/25... Discriminator Loss: 0.7553... Generator Loss: 4.3134
Epoch 4/25... Discriminator Loss: 2.7397... Generator Loss: 8.1859 Epoch 4/25... Discriminator Loss: 0.9190... Generator Loss: 3.5599 Epoch 4/25... Discriminator Loss: 0.4278... Generator Loss: 6.8289 Epoch 4/25... Discriminator Loss: 0.6594... Generator Loss: 2.8012 Epoch 4/25... Discriminator Loss: 0.5711... Generator Loss: 4.9444 Epoch 4/25... Discriminator Loss: 0.7077... Generator Loss: 2.5552 Epoch 4/25... Discriminator Loss: 1.0999... Generator Loss: 2.4154 Epoch 4/25... Discriminator Loss: 0.4635... Generator Loss: 3.0038 Epoch 4/25... Discriminator Loss: 0.5204... Generator Loss: 3.1265 Epoch 4/25... Discriminator Loss: 0.9745... Generator Loss: 3.0387
Epoch 4/25... Discriminator Loss: 0.8845... Generator Loss: 4.6725 Epoch 4/25... Discriminator Loss: 0.3817... Generator Loss: 3.2773 Epoch 4/25... Discriminator Loss: 0.6938... Generator Loss: 2.8664 Epoch 4/25... Discriminator Loss: 0.5232... Generator Loss: 2.6715 Epoch 4/25... Discriminator Loss: 0.4079... Generator Loss: 3.5900 Epoch 4/25... Discriminator Loss: 2.1384... Generator Loss: 8.2946 Epoch 4/25... Discriminator Loss: 2.0153... Generator Loss: 2.0085 Epoch 4/25... Discriminator Loss: 0.7919... Generator Loss: 3.4068 Epoch 4/25... Discriminator Loss: 0.6137... Generator Loss: 2.8358 Epoch 4/25... Discriminator Loss: 0.5479... Generator Loss: 3.8007
Epoch 4/25... Discriminator Loss: 0.5942... Generator Loss: 2.7007 Epoch 4/25... Discriminator Loss: 0.7407... Generator Loss: 6.6096 Epoch 4/25... Discriminator Loss: 0.7147... Generator Loss: 2.8294 Epoch 4/25... Discriminator Loss: 2.6522... Generator Loss: 4.9906 Epoch 4/25... Discriminator Loss: 0.8963... Generator Loss: 2.6343 Epoch 4/25... Discriminator Loss: 0.5753... Generator Loss: 2.9995 Epoch 4/25... Discriminator Loss: 0.3992... Generator Loss: 3.8481 Epoch 4/25... Discriminator Loss: 1.1048... Generator Loss: 2.5541 Epoch 4/25... Discriminator Loss: 1.1099... Generator Loss: 3.7351 Epoch 4/25... Discriminator Loss: 0.5768... Generator Loss: 3.2814
Epoch 4/25... Discriminator Loss: 0.7771... Generator Loss: 3.6929 Epoch 4/25... Discriminator Loss: 0.7182... Generator Loss: 2.9870 Epoch 4/25... Discriminator Loss: 0.7019... Generator Loss: 2.6435 Epoch 4/25... Discriminator Loss: 1.2861... Generator Loss: 3.2527 Epoch 4/25... Discriminator Loss: 0.6738... Generator Loss: 2.8431 Epoch 4/25... Discriminator Loss: 0.4662... Generator Loss: 3.0163 Epoch 4/25... Discriminator Loss: 0.4474... Generator Loss: 4.0228 Epoch 4/25... Discriminator Loss: 0.4117... Generator Loss: 4.0738 Epoch 4/25... Discriminator Loss: 0.3565... Generator Loss: 5.6975 Epoch 4/25... Discriminator Loss: 1.4176... Generator Loss: 3.3446
Epoch 4/25... Discriminator Loss: 1.0438... Generator Loss: 9.2418 Epoch 4/25... Discriminator Loss: 1.4264... Generator Loss: 2.4263 Epoch 4/25... Discriminator Loss: 0.4913... Generator Loss: 3.0144 Epoch 4/25... Discriminator Loss: 0.3965... Generator Loss: 3.9044 Epoch 4/25... Discriminator Loss: 0.4043... Generator Loss: 3.1691 Epoch 4/25... Discriminator Loss: 0.6783... Generator Loss: 2.5794 Epoch 4/25... Discriminator Loss: 0.4879... Generator Loss: 2.6388 Epoch 4/25... Discriminator Loss: 0.5746... Generator Loss: 4.8511 Epoch 4/25... Discriminator Loss: 0.4569... Generator Loss: 6.1629 Epoch 4/25... Discriminator Loss: 0.5081... Generator Loss: 4.9559
Epoch 4/25... Discriminator Loss: 0.9448... Generator Loss: 5.3602 Epoch 4/25... Discriminator Loss: 0.5231... Generator Loss: 2.5875 Epoch 4/25... Discriminator Loss: 0.4527... Generator Loss: 3.1184 Epoch 4/25... Discriminator Loss: 0.7280... Generator Loss: 2.1211 Epoch 4/25... Discriminator Loss: 0.5316... Generator Loss: 2.6891 Epoch 4/25... Discriminator Loss: 1.6853... Generator Loss: 9.6918 Epoch 4/25... Discriminator Loss: 0.5516... Generator Loss: 2.9060 Epoch 4/25... Discriminator Loss: 0.5820... Generator Loss: 3.4400 Epoch 4/25... Discriminator Loss: 1.1173... Generator Loss: 6.4651 Epoch 4/25... Discriminator Loss: 0.5826... Generator Loss: 2.9592
Epoch 4/25... Discriminator Loss: 0.8891... Generator Loss: 3.2700 Epoch 4/25... Discriminator Loss: 0.5855... Generator Loss: 2.3863 Epoch 4/25... Discriminator Loss: 0.4909... Generator Loss: 2.8375 Epoch 4/25... Discriminator Loss: 0.6105... Generator Loss: 4.3603 Epoch 4/25... Discriminator Loss: 0.4267... Generator Loss: 3.1884 Epoch 4/25... Discriminator Loss: 0.6513... Generator Loss: 2.9523 Epoch 4/25... Discriminator Loss: 0.4826... Generator Loss: 3.3242 Epoch 4/25... Discriminator Loss: 0.3745... Generator Loss: 3.8699 Epoch 4/25... Discriminator Loss: 0.3957... Generator Loss: 7.1695 Epoch 4/25... Discriminator Loss: 0.4124... Generator Loss: 3.1977
Epoch 4/25... Discriminator Loss: 0.6409... Generator Loss: 5.5190 Epoch 4/25... Discriminator Loss: 1.0280... Generator Loss: 11.8533 Epoch 4/25... Discriminator Loss: 0.8183... Generator Loss: 6.9817 Epoch 4/25... Discriminator Loss: 0.3619... Generator Loss: 6.8703 Epoch 4/25... Discriminator Loss: 0.3704... Generator Loss: 4.3699 Epoch 4/25... Discriminator Loss: 0.5946... Generator Loss: 4.2381 Epoch 4/25... Discriminator Loss: 0.6637... Generator Loss: 3.4126 Epoch 4/25... Discriminator Loss: 0.6130... Generator Loss: 2.8845 Epoch 4/25... Discriminator Loss: 0.5549... Generator Loss: 2.5309 Epoch 4/25... Discriminator Loss: 0.5864... Generator Loss: 3.3252
Epoch 4/25... Discriminator Loss: 0.5235... Generator Loss: 3.5335 Epoch 4/25... Discriminator Loss: 0.3710... Generator Loss: 5.8811 Epoch 4/25... Discriminator Loss: 0.5492... Generator Loss: 3.7916 Epoch 4/25... Discriminator Loss: 0.8360... Generator Loss: 3.8195 Epoch 4/25... Discriminator Loss: 0.4961... Generator Loss: 3.3169 Epoch 4/25... Discriminator Loss: 0.3601... Generator Loss: 5.9322 Epoch 4/25... Discriminator Loss: 0.5130... Generator Loss: 3.6661 Epoch 4/25... Discriminator Loss: 0.7314... Generator Loss: 2.3372 Epoch 4/25... Discriminator Loss: 1.2106... Generator Loss: 3.1472 Epoch 4/25... Discriminator Loss: 0.8229... Generator Loss: 2.2212
Epoch 4/25... Discriminator Loss: 0.7176... Generator Loss: 5.0068 Epoch 4/25... Discriminator Loss: 0.5658... Generator Loss: 3.3047 Epoch 4/25... Discriminator Loss: 0.4122... Generator Loss: 2.6910 Epoch 4/25... Discriminator Loss: 0.5296... Generator Loss: 3.4667 Epoch 4/25... Discriminator Loss: 0.3924... Generator Loss: 3.2846 Epoch 4/25... Discriminator Loss: 0.5296... Generator Loss: 2.5145 Epoch 4/25... Discriminator Loss: 0.4968... Generator Loss: 4.0041 Epoch 4/25... Discriminator Loss: 0.5832... Generator Loss: 3.7475 Epoch 4/25... Discriminator Loss: 0.4899... Generator Loss: 3.4492 Epoch 4/25... Discriminator Loss: 1.0015... Generator Loss: 5.3032
Epoch 4/25... Discriminator Loss: 0.4638... Generator Loss: 2.1668 Epoch 4/25... Discriminator Loss: 0.6308... Generator Loss: 3.0504 Epoch 4/25... Discriminator Loss: 0.6809... Generator Loss: 3.0236 Epoch 4/25... Discriminator Loss: 0.9299... Generator Loss: 4.4597 Epoch 4/25... Discriminator Loss: 1.7963... Generator Loss: 5.2743 Epoch 4/25... Discriminator Loss: 1.2157... Generator Loss: 5.7305 Epoch 4/25... Discriminator Loss: 0.4891... Generator Loss: 2.6781 Epoch 4/25... Discriminator Loss: 0.8157... Generator Loss: 2.6757 Epoch 5/25... Discriminator Loss: 0.3975... Generator Loss: 3.8949
Epoch 5/25... Discriminator Loss: 1.3303... Generator Loss: 2.3785 Epoch 5/25... Discriminator Loss: 0.4675... Generator Loss: 2.3854 Epoch 5/25... Discriminator Loss: 0.7296... Generator Loss: 3.0677 Epoch 5/25... Discriminator Loss: 0.6202... Generator Loss: 3.4431 Epoch 5/25... Discriminator Loss: 0.7182... Generator Loss: 3.9472 Epoch 5/25... Discriminator Loss: 0.9610... Generator Loss: 5.1943 Epoch 5/25... Discriminator Loss: 0.4825... Generator Loss: 2.6443 Epoch 5/25... Discriminator Loss: 1.0772... Generator Loss: 4.8607 Epoch 5/25... Discriminator Loss: 1.1675... Generator Loss: 3.9773 Epoch 5/25... Discriminator Loss: 1.1793... Generator Loss: 2.1078
Epoch 5/25... Discriminator Loss: 0.5744... Generator Loss: 2.2278 Epoch 5/25... Discriminator Loss: 0.4500... Generator Loss: 3.0030 Epoch 5/25... Discriminator Loss: 1.4494... Generator Loss: 4.0676 Epoch 5/25... Discriminator Loss: 0.7315... Generator Loss: 4.4536 Epoch 5/25... Discriminator Loss: 0.3882... Generator Loss: 3.7341 Epoch 5/25... Discriminator Loss: 2.5192... Generator Loss: 7.6806 Epoch 5/25... Discriminator Loss: 1.6334... Generator Loss: 5.4471 Epoch 5/25... Discriminator Loss: 0.9843... Generator Loss: 2.2197 Epoch 5/25... Discriminator Loss: 0.6591... Generator Loss: 2.2887 Epoch 5/25... Discriminator Loss: 0.4254... Generator Loss: 2.9075
Epoch 5/25... Discriminator Loss: 0.4171... Generator Loss: 3.9102 Epoch 5/25... Discriminator Loss: 1.1438... Generator Loss: 4.0067 Epoch 5/25... Discriminator Loss: 1.0450... Generator Loss: 1.9365 Epoch 5/25... Discriminator Loss: 0.5944... Generator Loss: 3.0924 Epoch 5/25... Discriminator Loss: 0.4858... Generator Loss: 2.7711 Epoch 5/25... Discriminator Loss: 0.7614... Generator Loss: 3.6245 Epoch 5/25... Discriminator Loss: 0.5094... Generator Loss: 3.5307 Epoch 5/25... Discriminator Loss: 0.3579... Generator Loss: 4.4271 Epoch 5/25... Discriminator Loss: 0.4828... Generator Loss: 4.1464 Epoch 5/25... Discriminator Loss: 0.7503... Generator Loss: 3.9813
Epoch 5/25... Discriminator Loss: 0.6882... Generator Loss: 4.5093 Epoch 5/25... Discriminator Loss: 0.9435... Generator Loss: 2.5659 Epoch 5/25... Discriminator Loss: 0.3866... Generator Loss: 4.8443 Epoch 5/25... Discriminator Loss: 0.4437... Generator Loss: 6.5417 Epoch 5/25... Discriminator Loss: 0.5158... Generator Loss: 2.5046 Epoch 5/25... Discriminator Loss: 0.7121... Generator Loss: 4.0405 Epoch 5/25... Discriminator Loss: 0.4488... Generator Loss: 2.8602 Epoch 5/25... Discriminator Loss: 0.3809... Generator Loss: 3.8970 Epoch 5/25... Discriminator Loss: 0.4544... Generator Loss: 2.5380 Epoch 5/25... Discriminator Loss: 0.5570... Generator Loss: 2.1771
Epoch 5/25... Discriminator Loss: 0.7272... Generator Loss: 11.5731 Epoch 5/25... Discriminator Loss: 0.3865... Generator Loss: 6.4632 Epoch 5/25... Discriminator Loss: 0.5968... Generator Loss: 2.9667 Epoch 5/25... Discriminator Loss: 1.3287... Generator Loss: 6.7753 Epoch 5/25... Discriminator Loss: 0.5737... Generator Loss: 2.4626 Epoch 5/25... Discriminator Loss: 0.6453... Generator Loss: 4.4251 Epoch 5/25... Discriminator Loss: 0.4232... Generator Loss: 2.9054 Epoch 5/25... Discriminator Loss: 0.7884... Generator Loss: 2.4958 Epoch 5/25... Discriminator Loss: 0.4656... Generator Loss: 3.0693 Epoch 5/25... Discriminator Loss: 0.3685... Generator Loss: 3.7709
Epoch 5/25... Discriminator Loss: 1.1879... Generator Loss: 2.4291 Epoch 5/25... Discriminator Loss: 0.6778... Generator Loss: 7.2034 Epoch 5/25... Discriminator Loss: 0.8614... Generator Loss: 1.9992 Epoch 5/25... Discriminator Loss: 0.5338... Generator Loss: 2.8351 Epoch 5/25... Discriminator Loss: 0.4271... Generator Loss: 4.4457 Epoch 5/25... Discriminator Loss: 0.6462... Generator Loss: 1.6199 Epoch 5/25... Discriminator Loss: 3.0152... Generator Loss: 1.8828 Epoch 5/25... Discriminator Loss: 0.6028... Generator Loss: 3.4402 Epoch 5/25... Discriminator Loss: 0.4998... Generator Loss: 3.7279 Epoch 5/25... Discriminator Loss: 0.4060... Generator Loss: 5.3082
Epoch 5/25... Discriminator Loss: 0.4088... Generator Loss: 3.2264 Epoch 5/25... Discriminator Loss: 0.5385... Generator Loss: 2.2886 Epoch 5/25... Discriminator Loss: 0.7074... Generator Loss: 4.6259 Epoch 5/25... Discriminator Loss: 0.4398... Generator Loss: 3.3368 Epoch 5/25... Discriminator Loss: 0.4266... Generator Loss: 9.1629 Epoch 5/25... Discriminator Loss: 0.5772... Generator Loss: 3.7209 Epoch 5/25... Discriminator Loss: 0.3879... Generator Loss: 3.4508 Epoch 5/25... Discriminator Loss: 0.4327... Generator Loss: 2.7811 Epoch 5/25... Discriminator Loss: 1.0668... Generator Loss: 2.8105 Epoch 5/25... Discriminator Loss: 0.4608... Generator Loss: 2.6839
Epoch 5/25... Discriminator Loss: 0.3894... Generator Loss: 4.7061 Epoch 5/25... Discriminator Loss: 0.8756... Generator Loss: 2.3656 Epoch 5/25... Discriminator Loss: 0.6132... Generator Loss: 3.7871 Epoch 5/25... Discriminator Loss: 1.1224... Generator Loss: 3.6204 Epoch 5/25... Discriminator Loss: 0.4589... Generator Loss: 3.4135 Epoch 5/25... Discriminator Loss: 3.0841... Generator Loss: 2.2799 Epoch 5/25... Discriminator Loss: 0.4746... Generator Loss: 2.8696 Epoch 5/25... Discriminator Loss: 0.9575... Generator Loss: 1.6401 Epoch 5/25... Discriminator Loss: 0.5681... Generator Loss: 4.5072 Epoch 5/25... Discriminator Loss: 0.3965... Generator Loss: 3.5986
Epoch 5/25... Discriminator Loss: 0.4093... Generator Loss: 2.9714 Epoch 5/25... Discriminator Loss: 0.3725... Generator Loss: 4.1963 Epoch 5/25... Discriminator Loss: 0.6225... Generator Loss: 3.4561 Epoch 5/25... Discriminator Loss: 0.4068... Generator Loss: 5.7119 Epoch 5/25... Discriminator Loss: 0.3688... Generator Loss: 3.5344 Epoch 5/25... Discriminator Loss: 0.5216... Generator Loss: 3.6923 Epoch 5/25... Discriminator Loss: 1.5643... Generator Loss: 2.7014 Epoch 5/25... Discriminator Loss: 0.4677... Generator Loss: 3.1487 Epoch 5/25... Discriminator Loss: 0.3537... Generator Loss: 6.6225 Epoch 5/25... Discriminator Loss: 0.5300... Generator Loss: 3.1176
Epoch 5/25... Discriminator Loss: 0.7739... Generator Loss: 2.6789 Epoch 5/25... Discriminator Loss: 0.5396... Generator Loss: 3.6233 Epoch 5/25... Discriminator Loss: 1.0455... Generator Loss: 2.9001 Epoch 5/25... Discriminator Loss: 0.6081... Generator Loss: 3.2508 Epoch 5/25... Discriminator Loss: 0.4115... Generator Loss: 4.3558 Epoch 5/25... Discriminator Loss: 0.5764... Generator Loss: 3.0596 Epoch 5/25... Discriminator Loss: 0.5949... Generator Loss: 4.2452 Epoch 5/25... Discriminator Loss: 0.9443... Generator Loss: 4.3259 Epoch 5/25... Discriminator Loss: 0.7035... Generator Loss: 3.0128 Epoch 5/25... Discriminator Loss: 0.5891... Generator Loss: 2.2762
Epoch 5/25... Discriminator Loss: 0.7434... Generator Loss: 3.9111 Epoch 5/25... Discriminator Loss: 1.0004... Generator Loss: 2.3650 Epoch 5/25... Discriminator Loss: 0.5772... Generator Loss: 3.1978 Epoch 5/25... Discriminator Loss: 0.5423... Generator Loss: 2.4561 Epoch 5/25... Discriminator Loss: 0.5056... Generator Loss: 2.9903 Epoch 5/25... Discriminator Loss: 0.5079... Generator Loss: 1.8313 Epoch 5/25... Discriminator Loss: 0.4076... Generator Loss: 3.2714 Epoch 5/25... Discriminator Loss: 1.4078... Generator Loss: 4.3577 Epoch 5/25... Discriminator Loss: 0.7101... Generator Loss: 3.4473 Epoch 5/25... Discriminator Loss: 1.4367... Generator Loss: 4.2879
Epoch 5/25... Discriminator Loss: 0.6681... Generator Loss: 2.2334 Epoch 5/25... Discriminator Loss: 0.4465... Generator Loss: 3.1631 Epoch 5/25... Discriminator Loss: 0.3977... Generator Loss: 3.5025 Epoch 5/25... Discriminator Loss: 0.3929... Generator Loss: 6.2660 Epoch 5/25... Discriminator Loss: 0.8732... Generator Loss: 2.8749 Epoch 5/25... Discriminator Loss: 0.4717... Generator Loss: 2.9144 Epoch 5/25... Discriminator Loss: 0.3695... Generator Loss: 3.8616 Epoch 5/25... Discriminator Loss: 0.5377... Generator Loss: 3.1979 Epoch 5/25... Discriminator Loss: 1.0041... Generator Loss: 2.1386 Epoch 5/25... Discriminator Loss: 0.9151... Generator Loss: 2.5597
Epoch 5/25... Discriminator Loss: 0.5593... Generator Loss: 2.4565 Epoch 5/25... Discriminator Loss: 0.3492... Generator Loss: 5.9649 Epoch 5/25... Discriminator Loss: 0.7902... Generator Loss: 3.4914 Epoch 5/25... Discriminator Loss: 1.3701... Generator Loss: 2.8492 Epoch 5/25... Discriminator Loss: 0.5564... Generator Loss: 2.7471 Epoch 5/25... Discriminator Loss: 1.1972... Generator Loss: 4.3332 Epoch 5/25... Discriminator Loss: 0.6457... Generator Loss: 2.3991 Epoch 5/25... Discriminator Loss: 0.7395... Generator Loss: 1.7132 Epoch 5/25... Discriminator Loss: 0.5785... Generator Loss: 3.2076 Epoch 5/25... Discriminator Loss: 0.7697... Generator Loss: 2.9753
Epoch 5/25... Discriminator Loss: 0.5845... Generator Loss: 2.4646 Epoch 5/25... Discriminator Loss: 0.4890... Generator Loss: 3.7271 Epoch 5/25... Discriminator Loss: 0.9927... Generator Loss: 1.5416 Epoch 5/25... Discriminator Loss: 1.2139... Generator Loss: 1.7072 Epoch 5/25... Discriminator Loss: 0.6154... Generator Loss: 2.2510 Epoch 5/25... Discriminator Loss: 1.7915... Generator Loss: 4.1416 Epoch 5/25... Discriminator Loss: 0.5894... Generator Loss: 2.9412 Epoch 5/25... Discriminator Loss: 0.4880... Generator Loss: 3.2897 Epoch 5/25... Discriminator Loss: 0.7860... Generator Loss: 4.0291 Epoch 5/25... Discriminator Loss: 0.6560... Generator Loss: 1.9052
Epoch 5/25... Discriminator Loss: 0.6725... Generator Loss: 3.5453 Epoch 5/25... Discriminator Loss: 1.2332... Generator Loss: 2.7958 Epoch 5/25... Discriminator Loss: 0.6068... Generator Loss: 6.0043 Epoch 5/25... Discriminator Loss: 0.8504... Generator Loss: 4.5316 Epoch 5/25... Discriminator Loss: 0.5142... Generator Loss: 3.3039 Epoch 5/25... Discriminator Loss: 0.4447... Generator Loss: 2.8913 Epoch 5/25... Discriminator Loss: 0.6981... Generator Loss: 2.5242 Epoch 5/25... Discriminator Loss: 0.5982... Generator Loss: 3.8687 Epoch 5/25... Discriminator Loss: 2.7595... Generator Loss: 4.2851 Epoch 5/25... Discriminator Loss: 0.9417... Generator Loss: 3.8774
Epoch 5/25... Discriminator Loss: 0.8748... Generator Loss: 2.4313 Epoch 5/25... Discriminator Loss: 0.5766... Generator Loss: 2.9813 Epoch 5/25... Discriminator Loss: 0.5270... Generator Loss: 3.2903 Epoch 5/25... Discriminator Loss: 0.4710... Generator Loss: 3.4054 Epoch 5/25... Discriminator Loss: 0.4356... Generator Loss: 3.4738 Epoch 5/25... Discriminator Loss: 3.9300... Generator Loss: 1.3802 Epoch 5/25... Discriminator Loss: 0.5521... Generator Loss: 2.4766 Epoch 5/25... Discriminator Loss: 1.1786... Generator Loss: 3.6238 Epoch 6/25... Discriminator Loss: 1.0648... Generator Loss: 1.9958
Epoch 6/25... Discriminator Loss: 0.7536... Generator Loss: 3.1732 Epoch 6/25... Discriminator Loss: 0.3558... Generator Loss: 5.1948 Epoch 6/25... Discriminator Loss: 1.1773... Generator Loss: 3.4381 Epoch 6/25... Discriminator Loss: 0.3591... Generator Loss: 4.6739 Epoch 6/25... Discriminator Loss: 0.5046... Generator Loss: 2.2257 Epoch 6/25... Discriminator Loss: 0.4037... Generator Loss: 3.2429 Epoch 6/25... Discriminator Loss: 0.8030... Generator Loss: 5.5680 Epoch 6/25... Discriminator Loss: 1.2200... Generator Loss: 9.8764 Epoch 6/25... Discriminator Loss: 0.4293... Generator Loss: 3.3231 Epoch 6/25... Discriminator Loss: 0.7726... Generator Loss: 2.9001
Epoch 6/25... Discriminator Loss: 0.4194... Generator Loss: 3.4072 Epoch 6/25... Discriminator Loss: 0.6458... Generator Loss: 3.1089 Epoch 6/25... Discriminator Loss: 1.0948... Generator Loss: 4.9106 Epoch 6/25... Discriminator Loss: 0.4828... Generator Loss: 3.6533 Epoch 6/25... Discriminator Loss: 0.6099... Generator Loss: 3.4823 Epoch 6/25... Discriminator Loss: 0.9819... Generator Loss: 2.5446 Epoch 6/25... Discriminator Loss: 0.5345... Generator Loss: 8.7886 Epoch 6/25... Discriminator Loss: 0.5270... Generator Loss: 8.1739 Epoch 6/25... Discriminator Loss: 0.8665... Generator Loss: 3.2180 Epoch 6/25... Discriminator Loss: 0.4514... Generator Loss: 2.9454
Epoch 6/25... Discriminator Loss: 0.4151... Generator Loss: 3.0534 Epoch 6/25... Discriminator Loss: 0.8548... Generator Loss: 3.5459 Epoch 6/25... Discriminator Loss: 0.3577... Generator Loss: 4.4989 Epoch 6/25... Discriminator Loss: 0.7573... Generator Loss: 2.6639 Epoch 6/25... Discriminator Loss: 0.6267... Generator Loss: 2.6876 Epoch 6/25... Discriminator Loss: 0.5354... Generator Loss: 2.7060 Epoch 6/25... Discriminator Loss: 0.4093... Generator Loss: 2.6941 Epoch 6/25... Discriminator Loss: 0.5224... Generator Loss: 3.4257 Epoch 6/25... Discriminator Loss: 0.4186... Generator Loss: 4.1675 Epoch 6/25... Discriminator Loss: 1.3234... Generator Loss: 6.1143
Epoch 6/25... Discriminator Loss: 0.7637... Generator Loss: 4.0837 Epoch 6/25... Discriminator Loss: 0.4281... Generator Loss: 3.6212 Epoch 6/25... Discriminator Loss: 0.3800... Generator Loss: 6.3849 Epoch 6/25... Discriminator Loss: 0.3483... Generator Loss: 5.1699 Epoch 6/25... Discriminator Loss: 0.5835... Generator Loss: 4.8460 Epoch 6/25... Discriminator Loss: 0.8908... Generator Loss: 2.6293 Epoch 6/25... Discriminator Loss: 0.5402... Generator Loss: 2.9882 Epoch 6/25... Discriminator Loss: 0.4182... Generator Loss: 3.6560 Epoch 6/25... Discriminator Loss: 1.7165... Generator Loss: 4.2562 Epoch 6/25... Discriminator Loss: 0.7940... Generator Loss: 1.8856
Epoch 6/25... Discriminator Loss: 0.9995... Generator Loss: 1.6155 Epoch 6/25... Discriminator Loss: 0.8721... Generator Loss: 1.6532 Epoch 6/25... Discriminator Loss: 0.4585... Generator Loss: 4.0241 Epoch 6/25... Discriminator Loss: 0.4185... Generator Loss: 2.7434 Epoch 6/25... Discriminator Loss: 0.3741... Generator Loss: 4.7339 Epoch 6/25... Discriminator Loss: 0.5232... Generator Loss: 3.1010 Epoch 6/25... Discriminator Loss: 1.7941... Generator Loss: 3.5502 Epoch 6/25... Discriminator Loss: 1.7020... Generator Loss: 2.3784 Epoch 6/25... Discriminator Loss: 0.5798... Generator Loss: 3.5757 Epoch 6/25... Discriminator Loss: 0.4806... Generator Loss: 2.8940
Epoch 6/25... Discriminator Loss: 0.8590... Generator Loss: 2.7316 Epoch 6/25... Discriminator Loss: 0.5543... Generator Loss: 2.9734 Epoch 6/25... Discriminator Loss: 0.3938... Generator Loss: 2.8379 Epoch 6/25... Discriminator Loss: 0.4211... Generator Loss: 2.8212 Epoch 6/25... Discriminator Loss: 0.3502... Generator Loss: 3.7076 Epoch 6/25... Discriminator Loss: 0.6498... Generator Loss: 1.5595 Epoch 6/25... Discriminator Loss: 1.3045... Generator Loss: 1.8870 Epoch 6/25... Discriminator Loss: 0.4844... Generator Loss: 3.6415 Epoch 6/25... Discriminator Loss: 0.4264... Generator Loss: 3.1385 Epoch 6/25... Discriminator Loss: 0.7702... Generator Loss: 5.4188
Epoch 6/25... Discriminator Loss: 0.6225... Generator Loss: 3.5134 Epoch 6/25... Discriminator Loss: 1.0055... Generator Loss: 4.1365 Epoch 6/25... Discriminator Loss: 0.9947... Generator Loss: 2.0911 Epoch 6/25... Discriminator Loss: 0.4858... Generator Loss: 2.3187 Epoch 6/25... Discriminator Loss: 1.5404... Generator Loss: 4.8029 Epoch 6/25... Discriminator Loss: 0.7562... Generator Loss: 2.9647 Epoch 6/25... Discriminator Loss: 0.8092... Generator Loss: 4.1477 Epoch 6/25... Discriminator Loss: 0.6344... Generator Loss: 3.6111 Epoch 6/25... Discriminator Loss: 0.5158... Generator Loss: 7.2286 Epoch 6/25... Discriminator Loss: 0.6912... Generator Loss: 4.1699
Epoch 6/25... Discriminator Loss: 0.7603... Generator Loss: 2.8958 Epoch 6/25... Discriminator Loss: 1.6061... Generator Loss: 4.4471 Epoch 6/25... Discriminator Loss: 0.8346... Generator Loss: 3.3025 Epoch 6/25... Discriminator Loss: 0.3743... Generator Loss: 4.1032 Epoch 6/25... Discriminator Loss: 0.3871... Generator Loss: 2.8775 Epoch 6/25... Discriminator Loss: 0.4734... Generator Loss: 3.9074 Epoch 6/25... Discriminator Loss: 0.4839... Generator Loss: 5.8522 Epoch 6/25... Discriminator Loss: 0.4258... Generator Loss: 2.8848 Epoch 6/25... Discriminator Loss: 1.2129... Generator Loss: 1.7751 Epoch 6/25... Discriminator Loss: 1.0408... Generator Loss: 3.6307
Epoch 6/25... Discriminator Loss: 0.8688... Generator Loss: 1.8651 Epoch 6/25... Discriminator Loss: 0.6334... Generator Loss: 2.9936 Epoch 6/25... Discriminator Loss: 0.6621... Generator Loss: 2.4137 Epoch 6/25... Discriminator Loss: 1.0619... Generator Loss: 1.8967 Epoch 6/25... Discriminator Loss: 0.3823... Generator Loss: 3.9480 Epoch 6/25... Discriminator Loss: 1.0488... Generator Loss: 2.3709 Epoch 6/25... Discriminator Loss: 0.7513... Generator Loss: 2.8423 Epoch 6/25... Discriminator Loss: 0.6192... Generator Loss: 3.2603 Epoch 6/25... Discriminator Loss: 0.3740... Generator Loss: 3.2712 Epoch 6/25... Discriminator Loss: 0.8749... Generator Loss: 5.6304
Epoch 6/25... Discriminator Loss: 0.3820... Generator Loss: 4.0073 Epoch 6/25... Discriminator Loss: 0.4381... Generator Loss: 3.5536 Epoch 6/25... Discriminator Loss: 0.4495... Generator Loss: 3.3125 Epoch 6/25... Discriminator Loss: 1.1736... Generator Loss: 3.5361 Epoch 6/25... Discriminator Loss: 1.3167... Generator Loss: 2.8434 Epoch 6/25... Discriminator Loss: 0.6198... Generator Loss: 3.5714 Epoch 6/25... Discriminator Loss: 0.6944... Generator Loss: 2.8606 Epoch 6/25... Discriminator Loss: 0.4793... Generator Loss: 2.1480 Epoch 6/25... Discriminator Loss: 0.4436... Generator Loss: 2.9011 Epoch 6/25... Discriminator Loss: 0.7122... Generator Loss: 3.7679
Epoch 6/25... Discriminator Loss: 0.4083... Generator Loss: 4.6836 Epoch 6/25... Discriminator Loss: 1.1754... Generator Loss: 9.7741 Epoch 6/25... Discriminator Loss: 0.4683... Generator Loss: 2.7751 Epoch 6/25... Discriminator Loss: 0.6673... Generator Loss: 3.4216 Epoch 6/25... Discriminator Loss: 0.3819... Generator Loss: 3.1885 Epoch 6/25... Discriminator Loss: 1.3096... Generator Loss: 3.2877 Epoch 6/25... Discriminator Loss: 0.6950... Generator Loss: 2.8800 Epoch 6/25... Discriminator Loss: 0.5283... Generator Loss: 1.8506 Epoch 6/25... Discriminator Loss: 0.6862... Generator Loss: 2.6973 Epoch 6/25... Discriminator Loss: 0.7033... Generator Loss: 2.6293
Epoch 6/25... Discriminator Loss: 0.3773... Generator Loss: 7.5714 Epoch 6/25... Discriminator Loss: 1.0347... Generator Loss: 3.5968 Epoch 6/25... Discriminator Loss: 0.7703... Generator Loss: 2.2362 Epoch 6/25... Discriminator Loss: 0.4401... Generator Loss: 3.1790 Epoch 6/25... Discriminator Loss: 0.7624... Generator Loss: 2.1054 Epoch 6/25... Discriminator Loss: 0.4840... Generator Loss: 2.9604 Epoch 6/25... Discriminator Loss: 0.5067... Generator Loss: 3.8617 Epoch 6/25... Discriminator Loss: 0.5039... Generator Loss: 3.2036 Epoch 6/25... Discriminator Loss: 0.4088... Generator Loss: 5.3227 Epoch 6/25... Discriminator Loss: 0.6175... Generator Loss: 3.2367
Epoch 6/25... Discriminator Loss: 0.4124... Generator Loss: 3.7936 Epoch 6/25... Discriminator Loss: 0.3937... Generator Loss: 3.6866 Epoch 6/25... Discriminator Loss: 0.7362... Generator Loss: 4.0053 Epoch 6/25... Discriminator Loss: 1.4760... Generator Loss: 4.8750 Epoch 6/25... Discriminator Loss: 0.5996... Generator Loss: 3.3904 Epoch 6/25... Discriminator Loss: 0.4482... Generator Loss: 3.5378 Epoch 6/25... Discriminator Loss: 0.8958... Generator Loss: 4.5275 Epoch 6/25... Discriminator Loss: 0.6036... Generator Loss: 2.0509 Epoch 6/25... Discriminator Loss: 0.4131... Generator Loss: 3.8616 Epoch 6/25... Discriminator Loss: 1.0114... Generator Loss: 3.1389
Epoch 6/25... Discriminator Loss: 0.6418... Generator Loss: 3.3180 Epoch 6/25... Discriminator Loss: 0.3626... Generator Loss: 3.9717 Epoch 6/25... Discriminator Loss: 1.2075... Generator Loss: 3.9718 Epoch 6/25... Discriminator Loss: 0.8144... Generator Loss: 5.5405 Epoch 6/25... Discriminator Loss: 0.4954... Generator Loss: 1.5222 Epoch 6/25... Discriminator Loss: 0.6134... Generator Loss: 3.3597 Epoch 6/25... Discriminator Loss: 0.6126... Generator Loss: 2.5828 Epoch 6/25... Discriminator Loss: 0.4667... Generator Loss: 4.2799 Epoch 6/25... Discriminator Loss: 0.3887... Generator Loss: 3.5247 Epoch 6/25... Discriminator Loss: 0.4421... Generator Loss: 5.8762
Epoch 6/25... Discriminator Loss: 0.5518... Generator Loss: 3.4954 Epoch 6/25... Discriminator Loss: 0.5399... Generator Loss: 6.0209 Epoch 6/25... Discriminator Loss: 0.6260... Generator Loss: 2.6568 Epoch 6/25... Discriminator Loss: 0.4079... Generator Loss: 3.4542 Epoch 6/25... Discriminator Loss: 2.6214... Generator Loss: 2.1404 Epoch 6/25... Discriminator Loss: 0.8368... Generator Loss: 3.0073 Epoch 6/25... Discriminator Loss: 0.5489... Generator Loss: 2.5271 Epoch 6/25... Discriminator Loss: 1.0189... Generator Loss: 5.3200 Epoch 6/25... Discriminator Loss: 0.6315... Generator Loss: 2.5590 Epoch 6/25... Discriminator Loss: 0.6894... Generator Loss: 2.7463
Epoch 6/25... Discriminator Loss: 1.3378... Generator Loss: 1.3675 Epoch 6/25... Discriminator Loss: 1.2625... Generator Loss: 3.4003 Epoch 6/25... Discriminator Loss: 0.8325... Generator Loss: 3.3024 Epoch 6/25... Discriminator Loss: 1.1653... Generator Loss: 2.5107 Epoch 6/25... Discriminator Loss: 0.8548... Generator Loss: 2.2354 Epoch 6/25... Discriminator Loss: 0.4391... Generator Loss: 2.3943 Epoch 6/25... Discriminator Loss: 0.4774... Generator Loss: 3.0722 Epoch 6/25... Discriminator Loss: 0.7659... Generator Loss: 2.5630 Epoch 7/25... Discriminator Loss: 0.3926... Generator Loss: 2.8955
Epoch 7/25... Discriminator Loss: 1.3139... Generator Loss: 2.8972 Epoch 7/25... Discriminator Loss: 0.5904... Generator Loss: 3.0822 Epoch 7/25... Discriminator Loss: 0.3951... Generator Loss: 3.1529 Epoch 7/25... Discriminator Loss: 0.6045... Generator Loss: 6.6884 Epoch 7/25... Discriminator Loss: 0.8656... Generator Loss: 4.0812 Epoch 7/25... Discriminator Loss: 0.9054... Generator Loss: 3.1959 Epoch 7/25... Discriminator Loss: 0.4345... Generator Loss: 3.9596 Epoch 7/25... Discriminator Loss: 0.6797... Generator Loss: 3.7691 Epoch 7/25... Discriminator Loss: 0.8233... Generator Loss: 3.1471 Epoch 7/25... Discriminator Loss: 1.3283... Generator Loss: 4.0109
Epoch 7/25... Discriminator Loss: 0.8173... Generator Loss: 2.3371 Epoch 7/25... Discriminator Loss: 0.3922... Generator Loss: 4.4968 Epoch 7/25... Discriminator Loss: 0.4859... Generator Loss: 2.5695 Epoch 7/25... Discriminator Loss: 0.8714... Generator Loss: 9.9515 Epoch 7/25... Discriminator Loss: 0.5547... Generator Loss: 2.3416 Epoch 7/25... Discriminator Loss: 0.5417... Generator Loss: 4.9997 Epoch 7/25... Discriminator Loss: 0.7300... Generator Loss: 2.6553 Epoch 7/25... Discriminator Loss: 0.6806... Generator Loss: 2.8841 Epoch 7/25... Discriminator Loss: 0.4633... Generator Loss: 4.5105 Epoch 7/25... Discriminator Loss: 0.3611... Generator Loss: 4.8987
Epoch 7/25... Discriminator Loss: 0.4050... Generator Loss: 6.5344 Epoch 7/25... Discriminator Loss: 0.6191... Generator Loss: 4.7182 Epoch 7/25... Discriminator Loss: 0.4071... Generator Loss: 3.8290 Epoch 7/25... Discriminator Loss: 0.4812... Generator Loss: 3.4718 Epoch 7/25... Discriminator Loss: 0.6261... Generator Loss: 2.7051 Epoch 7/25... Discriminator Loss: 0.8639... Generator Loss: 4.3693 Epoch 7/25... Discriminator Loss: 0.5126... Generator Loss: 2.9805 Epoch 7/25... Discriminator Loss: 0.4612... Generator Loss: 3.4953 Epoch 7/25... Discriminator Loss: 0.8767... Generator Loss: 3.0499 Epoch 7/25... Discriminator Loss: 0.5764... Generator Loss: 3.6279
Epoch 7/25... Discriminator Loss: 0.3446... Generator Loss: 5.9241 Epoch 7/25... Discriminator Loss: 0.9274... Generator Loss: 1.6049 Epoch 7/25... Discriminator Loss: 1.5833... Generator Loss: 1.7384 Epoch 7/25... Discriminator Loss: 1.4934... Generator Loss: 3.9844 Epoch 7/25... Discriminator Loss: 0.7039... Generator Loss: 3.6097 Epoch 7/25... Discriminator Loss: 0.8705... Generator Loss: 4.1656 Epoch 7/25... Discriminator Loss: 0.5503... Generator Loss: 2.9625 Epoch 7/25... Discriminator Loss: 1.1622... Generator Loss: 4.2263 Epoch 7/25... Discriminator Loss: 1.0931... Generator Loss: 2.3473 Epoch 7/25... Discriminator Loss: 0.8260... Generator Loss: 3.0472
Epoch 7/25... Discriminator Loss: 0.4225... Generator Loss: 3.1276 Epoch 7/25... Discriminator Loss: 0.4710... Generator Loss: 3.1489 Epoch 7/25... Discriminator Loss: 0.8567... Generator Loss: 2.8983 Epoch 7/25... Discriminator Loss: 0.8716... Generator Loss: 2.9552 Epoch 7/25... Discriminator Loss: 0.5549... Generator Loss: 2.1942 Epoch 7/25... Discriminator Loss: 0.5009... Generator Loss: 3.2154 Epoch 7/25... Discriminator Loss: 1.8459... Generator Loss: 5.2604 Epoch 7/25... Discriminator Loss: 0.6516... Generator Loss: 2.6399 Epoch 7/25... Discriminator Loss: 0.9850... Generator Loss: 3.4694 Epoch 7/25... Discriminator Loss: 0.8936... Generator Loss: 2.6512
Epoch 7/25... Discriminator Loss: 0.8226... Generator Loss: 3.4312 Epoch 7/25... Discriminator Loss: 0.9055... Generator Loss: 3.5611 Epoch 7/25... Discriminator Loss: 0.4380... Generator Loss: 4.4472 Epoch 7/25... Discriminator Loss: 0.5315... Generator Loss: 4.9484 Epoch 7/25... Discriminator Loss: 0.7050... Generator Loss: 7.4401 Epoch 7/25... Discriminator Loss: 0.4300... Generator Loss: 3.6427 Epoch 7/25... Discriminator Loss: 0.7914... Generator Loss: 3.6921 Epoch 7/25... Discriminator Loss: 0.8341... Generator Loss: 1.9797 Epoch 7/25... Discriminator Loss: 0.7706... Generator Loss: 3.8346 Epoch 7/25... Discriminator Loss: 0.6713... Generator Loss: 4.2666
Epoch 7/25... Discriminator Loss: 0.6105... Generator Loss: 3.0680 Epoch 7/25... Discriminator Loss: 0.5522... Generator Loss: 3.2463 Epoch 7/25... Discriminator Loss: 0.7088... Generator Loss: 3.4716 Epoch 7/25... Discriminator Loss: 0.6474... Generator Loss: 3.8097 Epoch 7/25... Discriminator Loss: 2.1080... Generator Loss: 3.4592 Epoch 7/25... Discriminator Loss: 0.9218... Generator Loss: 1.5530 Epoch 7/25... Discriminator Loss: 0.5372... Generator Loss: 3.2051 Epoch 7/25... Discriminator Loss: 0.3847... Generator Loss: 3.2353 Epoch 7/25... Discriminator Loss: 0.5548... Generator Loss: 3.7068 Epoch 7/25... Discriminator Loss: 1.0059... Generator Loss: 6.7427
Epoch 7/25... Discriminator Loss: 0.9588... Generator Loss: 1.8128 Epoch 7/25... Discriminator Loss: 0.5919... Generator Loss: 4.8954 Epoch 7/25... Discriminator Loss: 0.8695... Generator Loss: 1.8708 Epoch 7/25... Discriminator Loss: 0.4687... Generator Loss: 3.5334 Epoch 7/25... Discriminator Loss: 0.4481... Generator Loss: 3.9389 Epoch 7/25... Discriminator Loss: 0.6701... Generator Loss: 1.6765 Epoch 7/25... Discriminator Loss: 0.7501... Generator Loss: 1.8713 Epoch 7/25... Discriminator Loss: 0.4393... Generator Loss: 3.1552 Epoch 7/25... Discriminator Loss: 1.0330... Generator Loss: 4.4285 Epoch 7/25... Discriminator Loss: 2.7207... Generator Loss: 4.2288
Epoch 7/25... Discriminator Loss: 0.7073... Generator Loss: 1.9273 Epoch 7/25... Discriminator Loss: 0.5863... Generator Loss: 2.9016 Epoch 7/25... Discriminator Loss: 0.6018... Generator Loss: 2.6800 Epoch 7/25... Discriminator Loss: 0.3953... Generator Loss: 3.5945 Epoch 7/25... Discriminator Loss: 0.8906... Generator Loss: 3.3456 Epoch 7/25... Discriminator Loss: 0.9365... Generator Loss: 1.9258 Epoch 7/25... Discriminator Loss: 1.0383... Generator Loss: 3.0050 Epoch 7/25... Discriminator Loss: 0.9616... Generator Loss: 5.9036 Epoch 7/25... Discriminator Loss: 0.4698... Generator Loss: 2.6510 Epoch 7/25... Discriminator Loss: 0.9450... Generator Loss: 2.7914
Epoch 7/25... Discriminator Loss: 0.8533... Generator Loss: 2.1206 Epoch 7/25... Discriminator Loss: 1.0209... Generator Loss: 3.4247 Epoch 7/25... Discriminator Loss: 0.4548... Generator Loss: 2.2952 Epoch 7/25... Discriminator Loss: 0.7700... Generator Loss: 3.4887 Epoch 7/25... Discriminator Loss: 0.7246... Generator Loss: 3.5575 Epoch 7/25... Discriminator Loss: 0.6450... Generator Loss: 3.8578 Epoch 7/25... Discriminator Loss: 0.5000... Generator Loss: 3.2867 Epoch 7/25... Discriminator Loss: 0.4195... Generator Loss: 3.9044 Epoch 7/25... Discriminator Loss: 0.5940... Generator Loss: 2.6960 Epoch 7/25... Discriminator Loss: 0.6570... Generator Loss: 3.1561
Epoch 7/25... Discriminator Loss: 0.6652... Generator Loss: 4.4177 Epoch 7/25... Discriminator Loss: 0.6928... Generator Loss: 5.1628 Epoch 7/25... Discriminator Loss: 0.3805... Generator Loss: 3.4654 Epoch 7/25... Discriminator Loss: 0.4332... Generator Loss: 3.1966 Epoch 7/25... Discriminator Loss: 0.7551... Generator Loss: 2.4726 Epoch 7/25... Discriminator Loss: 0.6681... Generator Loss: 2.2921 Epoch 7/25... Discriminator Loss: 0.9221... Generator Loss: 2.2846 Epoch 7/25... Discriminator Loss: 1.0650... Generator Loss: 6.1809 Epoch 7/25... Discriminator Loss: 0.7149... Generator Loss: 2.5609 Epoch 7/25... Discriminator Loss: 1.1122... Generator Loss: 5.3546
Epoch 7/25... Discriminator Loss: 0.9327... Generator Loss: 4.0846 Epoch 7/25... Discriminator Loss: 1.0118... Generator Loss: 2.1724 Epoch 7/25... Discriminator Loss: 0.6705... Generator Loss: 2.7703 Epoch 7/25... Discriminator Loss: 0.6209... Generator Loss: 2.7817 Epoch 7/25... Discriminator Loss: 1.3071... Generator Loss: 4.7588 Epoch 7/25... Discriminator Loss: 0.4940... Generator Loss: 2.7922 Epoch 7/25... Discriminator Loss: 0.4078... Generator Loss: 3.1467 Epoch 7/25... Discriminator Loss: 0.4687... Generator Loss: 4.2272 Epoch 7/25... Discriminator Loss: 0.6407... Generator Loss: 2.1852 Epoch 7/25... Discriminator Loss: 0.4129... Generator Loss: 3.0314
Epoch 7/25... Discriminator Loss: 0.4306... Generator Loss: 4.2932 Epoch 7/25... Discriminator Loss: 0.4258... Generator Loss: 4.8494 Epoch 7/25... Discriminator Loss: 0.3521... Generator Loss: 7.3104 Epoch 7/25... Discriminator Loss: 0.8105... Generator Loss: 10.7842 Epoch 7/25... Discriminator Loss: 0.4425... Generator Loss: 2.2260 Epoch 7/25... Discriminator Loss: 0.3814... Generator Loss: 3.5897 Epoch 7/25... Discriminator Loss: 0.9343... Generator Loss: 1.5650 Epoch 7/25... Discriminator Loss: 0.4808... Generator Loss: 3.0994 Epoch 7/25... Discriminator Loss: 0.4817... Generator Loss: 3.1126 Epoch 7/25... Discriminator Loss: 0.5243... Generator Loss: 2.7790
Epoch 7/25... Discriminator Loss: 0.5613... Generator Loss: 4.5441 Epoch 7/25... Discriminator Loss: 0.6521... Generator Loss: 3.8621 Epoch 7/25... Discriminator Loss: 0.8569... Generator Loss: 4.9503 Epoch 7/25... Discriminator Loss: 0.5248... Generator Loss: 3.4673 Epoch 7/25... Discriminator Loss: 0.9990... Generator Loss: 5.8590 Epoch 7/25... Discriminator Loss: 0.4081... Generator Loss: 3.4143 Epoch 7/25... Discriminator Loss: 0.3957... Generator Loss: 3.5142 Epoch 7/25... Discriminator Loss: 1.2066... Generator Loss: 3.7663 Epoch 7/25... Discriminator Loss: 1.8169... Generator Loss: 3.5664 Epoch 7/25... Discriminator Loss: 0.7444... Generator Loss: 2.2723
Epoch 7/25... Discriminator Loss: 0.3766... Generator Loss: 3.3683 Epoch 7/25... Discriminator Loss: 0.7684... Generator Loss: 1.8350 Epoch 7/25... Discriminator Loss: 1.1494... Generator Loss: 1.7115 Epoch 7/25... Discriminator Loss: 0.6116... Generator Loss: 3.1363 Epoch 7/25... Discriminator Loss: 0.4867... Generator Loss: 3.2503 Epoch 7/25... Discriminator Loss: 0.4893... Generator Loss: 2.6091 Epoch 7/25... Discriminator Loss: 0.5007... Generator Loss: 3.1600 Epoch 7/25... Discriminator Loss: 0.4248... Generator Loss: 2.8263 Epoch 7/25... Discriminator Loss: 0.4674... Generator Loss: 3.1029 Epoch 7/25... Discriminator Loss: 0.8385... Generator Loss: 2.4140
Epoch 7/25... Discriminator Loss: 0.5546... Generator Loss: 3.3071 Epoch 7/25... Discriminator Loss: 0.4351... Generator Loss: 3.1891 Epoch 7/25... Discriminator Loss: 0.4206... Generator Loss: 2.8685 Epoch 7/25... Discriminator Loss: 0.4310... Generator Loss: 3.0859 Epoch 7/25... Discriminator Loss: 0.4243... Generator Loss: 3.3461 Epoch 7/25... Discriminator Loss: 1.1559... Generator Loss: 3.0041 Epoch 7/25... Discriminator Loss: 0.4480... Generator Loss: 3.3222 Epoch 7/25... Discriminator Loss: 0.4137... Generator Loss: 4.4583 Epoch 8/25... Discriminator Loss: 0.9008... Generator Loss: 4.4925
Epoch 8/25... Discriminator Loss: 0.9005... Generator Loss: 2.4326 Epoch 8/25... Discriminator Loss: 0.7924... Generator Loss: 3.6358 Epoch 8/25... Discriminator Loss: 0.4884... Generator Loss: 2.4437 Epoch 8/25... Discriminator Loss: 0.4069... Generator Loss: 2.4389 Epoch 8/25... Discriminator Loss: 0.7988... Generator Loss: 2.9437 Epoch 8/25... Discriminator Loss: 0.3615... Generator Loss: 4.3979 Epoch 8/25... Discriminator Loss: 1.1052... Generator Loss: 1.1120 Epoch 8/25... Discriminator Loss: 0.8603... Generator Loss: 2.0587 Epoch 8/25... Discriminator Loss: 1.0859... Generator Loss: 2.6026 Epoch 8/25... Discriminator Loss: 1.5910... Generator Loss: 2.8222
Epoch 8/25... Discriminator Loss: 0.7543... Generator Loss: 1.8696 Epoch 8/25... Discriminator Loss: 0.4483... Generator Loss: 4.0439 Epoch 8/25... Discriminator Loss: 0.7881... Generator Loss: 6.1907 Epoch 8/25... Discriminator Loss: 0.5796... Generator Loss: 2.7802 Epoch 8/25... Discriminator Loss: 1.0392... Generator Loss: 2.6523 Epoch 8/25... Discriminator Loss: 1.0917... Generator Loss: 2.4314 Epoch 8/25... Discriminator Loss: 1.4769... Generator Loss: 3.4447 Epoch 8/25... Discriminator Loss: 0.8372... Generator Loss: 2.0266 Epoch 8/25... Discriminator Loss: 0.5756... Generator Loss: 2.6127 Epoch 8/25... Discriminator Loss: 0.7053... Generator Loss: 3.2776
Epoch 8/25... Discriminator Loss: 0.9493... Generator Loss: 11.2248 Epoch 8/25... Discriminator Loss: 0.8199... Generator Loss: 1.7832 Epoch 8/25... Discriminator Loss: 0.4931... Generator Loss: 3.0360 Epoch 8/25... Discriminator Loss: 0.5022... Generator Loss: 3.3941 Epoch 8/25... Discriminator Loss: 0.7046... Generator Loss: 2.4709 Epoch 8/25... Discriminator Loss: 0.4928... Generator Loss: 3.3152 Epoch 8/25... Discriminator Loss: 1.0010... Generator Loss: 5.0883 Epoch 8/25... Discriminator Loss: 1.0047... Generator Loss: 2.4874 Epoch 8/25... Discriminator Loss: 0.4756... Generator Loss: 6.4250 Epoch 8/25... Discriminator Loss: 1.2461... Generator Loss: 1.8850
Epoch 8/25... Discriminator Loss: 0.9619... Generator Loss: 1.1413 Epoch 8/25... Discriminator Loss: 0.5762... Generator Loss: 2.9429 Epoch 8/25... Discriminator Loss: 0.6009... Generator Loss: 3.4734 Epoch 8/25... Discriminator Loss: 0.8969... Generator Loss: 4.5544 Epoch 8/25... Discriminator Loss: 0.6646... Generator Loss: 7.9433 Epoch 8/25... Discriminator Loss: 1.0750... Generator Loss: 3.4771 Epoch 8/25... Discriminator Loss: 0.4547... Generator Loss: 3.1624 Epoch 8/25... Discriminator Loss: 0.5248... Generator Loss: 3.2257 Epoch 8/25... Discriminator Loss: 1.0111... Generator Loss: 2.7018 Epoch 8/25... Discriminator Loss: 0.4537... Generator Loss: 2.8685
Epoch 8/25... Discriminator Loss: 1.5605... Generator Loss: 4.1686 Epoch 8/25... Discriminator Loss: 0.9758... Generator Loss: 1.5229 Epoch 8/25... Discriminator Loss: 0.6563... Generator Loss: 2.5446 Epoch 8/25... Discriminator Loss: 1.1972... Generator Loss: 3.3665 Epoch 8/25... Discriminator Loss: 0.8103... Generator Loss: 5.6640 Epoch 8/25... Discriminator Loss: 0.5513... Generator Loss: 4.4618 Epoch 8/25... Discriminator Loss: 0.4342... Generator Loss: 5.0822 Epoch 8/25... Discriminator Loss: 0.4852... Generator Loss: 2.8398 Epoch 8/25... Discriminator Loss: 0.3937... Generator Loss: 3.5422 Epoch 8/25... Discriminator Loss: 0.5683... Generator Loss: 2.7531
Epoch 8/25... Discriminator Loss: 0.6011... Generator Loss: 3.0117 Epoch 8/25... Discriminator Loss: 1.2915... Generator Loss: 3.4676 Epoch 8/25... Discriminator Loss: 0.9581... Generator Loss: 4.0575 Epoch 8/25... Discriminator Loss: 0.5829... Generator Loss: 2.8920 Epoch 8/25... Discriminator Loss: 0.5648... Generator Loss: 5.0378 Epoch 8/25... Discriminator Loss: 0.3825... Generator Loss: 3.2967 Epoch 8/25... Discriminator Loss: 0.4489... Generator Loss: 3.4654 Epoch 8/25... Discriminator Loss: 0.4543... Generator Loss: 5.8482 Epoch 8/25... Discriminator Loss: 0.3934... Generator Loss: 2.7119 Epoch 8/25... Discriminator Loss: 1.2515... Generator Loss: 4.0121
Epoch 8/25... Discriminator Loss: 1.3154... Generator Loss: 4.0898 Epoch 8/25... Discriminator Loss: 1.6133... Generator Loss: 1.5310 Epoch 8/25... Discriminator Loss: 1.1479... Generator Loss: 3.2021 Epoch 8/25... Discriminator Loss: 0.8096... Generator Loss: 2.6168 Epoch 8/25... Discriminator Loss: 0.8510... Generator Loss: 2.4803 Epoch 8/25... Discriminator Loss: 0.4314... Generator Loss: 3.5215 Epoch 8/25... Discriminator Loss: 0.3399... Generator Loss: 6.6445 Epoch 8/25... Discriminator Loss: 1.3446... Generator Loss: 2.5583 Epoch 8/25... Discriminator Loss: 0.3896... Generator Loss: 3.4850 Epoch 8/25... Discriminator Loss: 0.5726... Generator Loss: 2.9253
Epoch 8/25... Discriminator Loss: 0.5642... Generator Loss: 4.2766 Epoch 8/25... Discriminator Loss: 0.9010... Generator Loss: 2.8216 Epoch 8/25... Discriminator Loss: 0.5003... Generator Loss: 3.2115 Epoch 8/25... Discriminator Loss: 0.6436... Generator Loss: 7.3059 Epoch 8/25... Discriminator Loss: 0.6896... Generator Loss: 5.1852 Epoch 8/25... Discriminator Loss: 0.6424... Generator Loss: 3.0245 Epoch 8/25... Discriminator Loss: 0.4648... Generator Loss: 4.9305 Epoch 8/25... Discriminator Loss: 0.7972... Generator Loss: 3.7899 Epoch 8/25... Discriminator Loss: 0.3621... Generator Loss: 5.7879 Epoch 8/25... Discriminator Loss: 0.3792... Generator Loss: 4.3132
Epoch 8/25... Discriminator Loss: 0.3458... Generator Loss: 4.0119 Epoch 8/25... Discriminator Loss: 0.8062... Generator Loss: 3.8283 Epoch 8/25... Discriminator Loss: 0.4069... Generator Loss: 4.6846 Epoch 8/25... Discriminator Loss: 0.3949... Generator Loss: 3.8149 Epoch 8/25... Discriminator Loss: 0.4685... Generator Loss: 2.1521 Epoch 8/25... Discriminator Loss: 0.3849... Generator Loss: 3.3462 Epoch 8/25... Discriminator Loss: 0.4260... Generator Loss: 2.8451 Epoch 8/25... Discriminator Loss: 0.3996... Generator Loss: 3.7778 Epoch 8/25... Discriminator Loss: 1.2793... Generator Loss: 3.5744 Epoch 8/25... Discriminator Loss: 0.6333... Generator Loss: 7.0905
Epoch 8/25... Discriminator Loss: 1.8227... Generator Loss: 5.0688 Epoch 8/25... Discriminator Loss: 0.8839... Generator Loss: 3.1145 Epoch 8/25... Discriminator Loss: 0.5465... Generator Loss: 2.5366 Epoch 8/25... Discriminator Loss: 0.8179... Generator Loss: 2.9087 Epoch 8/25... Discriminator Loss: 0.4362... Generator Loss: 2.8841 Epoch 8/25... Discriminator Loss: 0.4425... Generator Loss: 2.9064 Epoch 8/25... Discriminator Loss: 0.3517... Generator Loss: 7.8674 Epoch 8/25... Discriminator Loss: 0.5536... Generator Loss: 3.5262 Epoch 8/25... Discriminator Loss: 0.8563... Generator Loss: 4.1945 Epoch 8/25... Discriminator Loss: 1.5414... Generator Loss: 2.8006
Epoch 8/25... Discriminator Loss: 1.0104... Generator Loss: 2.6367 Epoch 8/25... Discriminator Loss: 0.6862... Generator Loss: 4.5053 Epoch 8/25... Discriminator Loss: 0.3421... Generator Loss: 5.4488 Epoch 8/25... Discriminator Loss: 0.3574... Generator Loss: 5.9263 Epoch 8/25... Discriminator Loss: 0.3461... Generator Loss: 5.3312 Epoch 8/25... Discriminator Loss: 0.3528... Generator Loss: 5.7600 Epoch 8/25... Discriminator Loss: 1.0781... Generator Loss: 4.7713 Epoch 8/25... Discriminator Loss: 0.5045... Generator Loss: 3.4192 Epoch 8/25... Discriminator Loss: 2.1132... Generator Loss: 0.4818 Epoch 8/25... Discriminator Loss: 1.1177... Generator Loss: 2.4339
Epoch 8/25... Discriminator Loss: 1.0577... Generator Loss: 2.0374 Epoch 8/25... Discriminator Loss: 0.5218... Generator Loss: 2.4032 Epoch 8/25... Discriminator Loss: 0.4414... Generator Loss: 3.2124 Epoch 8/25... Discriminator Loss: 0.5460... Generator Loss: 3.1051 Epoch 8/25... Discriminator Loss: 0.4357... Generator Loss: 3.3292 Epoch 8/25... Discriminator Loss: 0.7710... Generator Loss: 3.8866 Epoch 8/25... Discriminator Loss: 0.8961... Generator Loss: 3.8868 Epoch 8/25... Discriminator Loss: 0.5995... Generator Loss: 3.2278 Epoch 8/25... Discriminator Loss: 0.5600... Generator Loss: 4.0611 Epoch 8/25... Discriminator Loss: 1.0960... Generator Loss: 3.1253
Epoch 8/25... Discriminator Loss: 1.1081... Generator Loss: 2.1049 Epoch 8/25... Discriminator Loss: 1.5158... Generator Loss: 3.8169 Epoch 8/25... Discriminator Loss: 0.9623... Generator Loss: 8.5864 Epoch 8/25... Discriminator Loss: 0.4983... Generator Loss: 2.3421 Epoch 8/25... Discriminator Loss: 0.5787... Generator Loss: 6.3962 Epoch 8/25... Discriminator Loss: 2.0116... Generator Loss: 0.6840 Epoch 8/25... Discriminator Loss: 0.9482... Generator Loss: 2.1021 Epoch 8/25... Discriminator Loss: 0.6262... Generator Loss: 3.3609 Epoch 8/25... Discriminator Loss: 0.5201... Generator Loss: 2.9252 Epoch 8/25... Discriminator Loss: 0.6060... Generator Loss: 2.6071
Epoch 8/25... Discriminator Loss: 0.4219... Generator Loss: 5.2443 Epoch 8/25... Discriminator Loss: 0.7429... Generator Loss: 2.5081 Epoch 8/25... Discriminator Loss: 0.4810... Generator Loss: 3.7058 Epoch 8/25... Discriminator Loss: 1.0163... Generator Loss: 2.7822 Epoch 8/25... Discriminator Loss: 0.9453... Generator Loss: 3.2210 Epoch 8/25... Discriminator Loss: 0.8970... Generator Loss: 2.5100 Epoch 8/25... Discriminator Loss: 1.5002... Generator Loss: 1.9059 Epoch 8/25... Discriminator Loss: 0.4272... Generator Loss: 3.2461 Epoch 8/25... Discriminator Loss: 0.8809... Generator Loss: 3.4457 Epoch 8/25... Discriminator Loss: 0.7863... Generator Loss: 2.0128
Epoch 8/25... Discriminator Loss: 1.0286... Generator Loss: 2.5117 Epoch 8/25... Discriminator Loss: 1.2772... Generator Loss: 2.6241 Epoch 8/25... Discriminator Loss: 0.7325... Generator Loss: 2.8259 Epoch 8/25... Discriminator Loss: 0.6240... Generator Loss: 3.7632 Epoch 8/25... Discriminator Loss: 0.4439... Generator Loss: 3.9320 Epoch 8/25... Discriminator Loss: 0.4655... Generator Loss: 2.7867 Epoch 8/25... Discriminator Loss: 0.9953... Generator Loss: 1.5736 Epoch 8/25... Discriminator Loss: 0.4709... Generator Loss: 2.5884 Epoch 8/25... Discriminator Loss: 0.5441... Generator Loss: 2.8840 Epoch 8/25... Discriminator Loss: 0.3779... Generator Loss: 3.0184
Epoch 8/25... Discriminator Loss: 0.5827... Generator Loss: 2.5192 Epoch 8/25... Discriminator Loss: 1.0284... Generator Loss: 4.1814 Epoch 8/25... Discriminator Loss: 0.3558... Generator Loss: 3.8090 Epoch 8/25... Discriminator Loss: 0.3576... Generator Loss: 3.8309 Epoch 8/25... Discriminator Loss: 0.3977... Generator Loss: 3.5093 Epoch 8/25... Discriminator Loss: 0.5264... Generator Loss: 3.1681 Epoch 8/25... Discriminator Loss: 1.3451... Generator Loss: 3.8040 Epoch 8/25... Discriminator Loss: 1.0023... Generator Loss: 5.3270 Epoch 9/25... Discriminator Loss: 0.8093... Generator Loss: 2.9275
Epoch 9/25... Discriminator Loss: 1.4397... Generator Loss: 3.6931 Epoch 9/25... Discriminator Loss: 0.4685... Generator Loss: 2.7966 Epoch 9/25... Discriminator Loss: 1.1061... Generator Loss: 4.0210 Epoch 9/25... Discriminator Loss: 0.4681... Generator Loss: 3.3378 Epoch 9/25... Discriminator Loss: 0.4314... Generator Loss: 3.1022 Epoch 9/25... Discriminator Loss: 0.6175... Generator Loss: 4.4653 Epoch 9/25... Discriminator Loss: 0.3425... Generator Loss: 6.1934 Epoch 9/25... Discriminator Loss: 0.3618... Generator Loss: 3.8783 Epoch 9/25... Discriminator Loss: 0.5006... Generator Loss: 3.3282 Epoch 9/25... Discriminator Loss: 0.5014... Generator Loss: 3.0785
Epoch 9/25... Discriminator Loss: 1.5881... Generator Loss: 2.6002 Epoch 9/25... Discriminator Loss: 0.4327... Generator Loss: 3.5996 Epoch 9/25... Discriminator Loss: 0.4547... Generator Loss: 3.7009 Epoch 9/25... Discriminator Loss: 0.4187... Generator Loss: 3.0180 Epoch 9/25... Discriminator Loss: 0.3566... Generator Loss: 4.8225 Epoch 9/25... Discriminator Loss: 0.8914... Generator Loss: 2.1874 Epoch 9/25... Discriminator Loss: 1.2075... Generator Loss: 4.0975 Epoch 9/25... Discriminator Loss: 0.4051... Generator Loss: 4.0325 Epoch 9/25... Discriminator Loss: 0.5580... Generator Loss: 2.4047 Epoch 9/25... Discriminator Loss: 0.7776... Generator Loss: 3.0929
Epoch 9/25... Discriminator Loss: 0.5149... Generator Loss: 3.1113 Epoch 9/25... Discriminator Loss: 0.7156... Generator Loss: 3.1456 Epoch 9/25... Discriminator Loss: 0.8008... Generator Loss: 3.6834 Epoch 9/25... Discriminator Loss: 0.4098... Generator Loss: 3.9659 Epoch 9/25... Discriminator Loss: 1.1219... Generator Loss: 3.6542 Epoch 9/25... Discriminator Loss: 0.9321... Generator Loss: 3.4061 Epoch 9/25... Discriminator Loss: 0.6100... Generator Loss: 2.8034 Epoch 9/25... Discriminator Loss: 0.4406... Generator Loss: 2.6519 Epoch 9/25... Discriminator Loss: 0.5759... Generator Loss: 3.2497 Epoch 9/25... Discriminator Loss: 1.1482... Generator Loss: 3.4356
Epoch 9/25... Discriminator Loss: 0.4824... Generator Loss: 3.8085 Epoch 9/25... Discriminator Loss: 1.0545... Generator Loss: 3.4052 Epoch 9/25... Discriminator Loss: 0.8390... Generator Loss: 3.3972 Epoch 9/25... Discriminator Loss: 1.0528... Generator Loss: 3.1196 Epoch 9/25... Discriminator Loss: 1.2760... Generator Loss: 2.7522 Epoch 9/25... Discriminator Loss: 0.8529... Generator Loss: 2.7161 Epoch 9/25... Discriminator Loss: 0.3621... Generator Loss: 4.1467 Epoch 9/25... Discriminator Loss: 0.3654... Generator Loss: 4.0410 Epoch 9/25... Discriminator Loss: 0.7696... Generator Loss: 1.7755 Epoch 9/25... Discriminator Loss: 0.4789... Generator Loss: 3.6301
Epoch 9/25... Discriminator Loss: 0.3578... Generator Loss: 4.2077 Epoch 9/25... Discriminator Loss: 0.5710... Generator Loss: 2.8550 Epoch 9/25... Discriminator Loss: 0.4979... Generator Loss: 3.4612 Epoch 9/25... Discriminator Loss: 2.3038... Generator Loss: 1.7441 Epoch 9/25... Discriminator Loss: 1.0032... Generator Loss: 2.5266 Epoch 9/25... Discriminator Loss: 1.3243... Generator Loss: 1.8935 Epoch 9/25... Discriminator Loss: 0.7597... Generator Loss: 1.7195 Epoch 9/25... Discriminator Loss: 0.4791... Generator Loss: 3.1316 Epoch 9/25... Discriminator Loss: 0.7380... Generator Loss: 3.5118 Epoch 9/25... Discriminator Loss: 1.0823... Generator Loss: 3.2482
Epoch 9/25... Discriminator Loss: 0.7699... Generator Loss: 1.5717 Epoch 9/25... Discriminator Loss: 0.4433... Generator Loss: 3.1459 Epoch 9/25... Discriminator Loss: 0.5583... Generator Loss: 3.2587 Epoch 9/25... Discriminator Loss: 0.8340... Generator Loss: 2.6486 Epoch 9/25... Discriminator Loss: 0.5135... Generator Loss: 2.8964 Epoch 9/25... Discriminator Loss: 0.5739... Generator Loss: 3.1269 Epoch 9/25... Discriminator Loss: 0.8005... Generator Loss: 1.6298 Epoch 9/25... Discriminator Loss: 0.5732... Generator Loss: 3.0907 Epoch 9/25... Discriminator Loss: 0.5476... Generator Loss: 9.3964 Epoch 9/25... Discriminator Loss: 1.0549... Generator Loss: 1.5641
Epoch 9/25... Discriminator Loss: 0.4862... Generator Loss: 3.0832 Epoch 9/25... Discriminator Loss: 0.6690... Generator Loss: 2.2726 Epoch 9/25... Discriminator Loss: 0.5504... Generator Loss: 3.2745 Epoch 9/25... Discriminator Loss: 0.9428... Generator Loss: 4.0332 Epoch 9/25... Discriminator Loss: 0.3615... Generator Loss: 3.7128 Epoch 9/25... Discriminator Loss: 0.5322... Generator Loss: 6.4896 Epoch 9/25... Discriminator Loss: 0.3509... Generator Loss: 4.9108 Epoch 9/25... Discriminator Loss: 0.4389... Generator Loss: 3.3874 Epoch 9/25... Discriminator Loss: 0.4250... Generator Loss: 2.5550 Epoch 9/25... Discriminator Loss: 1.1064... Generator Loss: 4.2842
Epoch 9/25... Discriminator Loss: 0.8525... Generator Loss: 3.1711 Epoch 9/25... Discriminator Loss: 1.1395... Generator Loss: 3.2734 Epoch 9/25... Discriminator Loss: 1.2820... Generator Loss: 2.8615 Epoch 9/25... Discriminator Loss: 0.3621... Generator Loss: 4.5800 Epoch 9/25... Discriminator Loss: 0.9100... Generator Loss: 2.3753 Epoch 9/25... Discriminator Loss: 1.9140... Generator Loss: 5.4015 Epoch 9/25... Discriminator Loss: 1.2414... Generator Loss: 4.8093 Epoch 9/25... Discriminator Loss: 0.3966... Generator Loss: 3.2922 Epoch 9/25... Discriminator Loss: 0.5629... Generator Loss: 4.0239 Epoch 9/25... Discriminator Loss: 0.3421... Generator Loss: 6.2141
Epoch 9/25... Discriminator Loss: 1.2122... Generator Loss: 5.2336 Epoch 9/25... Discriminator Loss: 0.4406... Generator Loss: 3.1170 Epoch 9/25... Discriminator Loss: 0.8127... Generator Loss: 4.3158 Epoch 9/25... Discriminator Loss: 1.1402... Generator Loss: 4.0474 Epoch 9/25... Discriminator Loss: 0.3457... Generator Loss: 6.3384 Epoch 9/25... Discriminator Loss: 0.4361... Generator Loss: 2.7719 Epoch 9/25... Discriminator Loss: 0.9485... Generator Loss: 3.8882 Epoch 9/25... Discriminator Loss: 0.8829... Generator Loss: 2.5673 Epoch 9/25... Discriminator Loss: 0.9611... Generator Loss: 2.3393 Epoch 9/25... Discriminator Loss: 1.0269... Generator Loss: 2.9390
Epoch 9/25... Discriminator Loss: 0.6691... Generator Loss: 2.9402 Epoch 9/25... Discriminator Loss: 0.3901... Generator Loss: 3.2121 Epoch 9/25... Discriminator Loss: 0.3817... Generator Loss: 4.2731 Epoch 9/25... Discriminator Loss: 0.4034... Generator Loss: 3.4689 Epoch 9/25... Discriminator Loss: 0.3975... Generator Loss: 3.3311 Epoch 9/25... Discriminator Loss: 0.4734... Generator Loss: 2.9531 Epoch 9/25... Discriminator Loss: 0.3550... Generator Loss: 4.6703 Epoch 9/25... Discriminator Loss: 2.5765... Generator Loss: 9.6856 Epoch 9/25... Discriminator Loss: 0.4061... Generator Loss: 2.7093 Epoch 9/25... Discriminator Loss: 1.3454... Generator Loss: 1.7080
Epoch 9/25... Discriminator Loss: 0.3616... Generator Loss: 5.7194 Epoch 9/25... Discriminator Loss: 0.4033... Generator Loss: 4.0096 Epoch 9/25... Discriminator Loss: 2.0516... Generator Loss: 2.8091 Epoch 9/25... Discriminator Loss: 1.4457... Generator Loss: 1.8575 Epoch 9/25... Discriminator Loss: 0.5824... Generator Loss: 3.0858 Epoch 9/25... Discriminator Loss: 1.5080... Generator Loss: 4.1551 Epoch 9/25... Discriminator Loss: 0.4487... Generator Loss: 3.2432 Epoch 9/25... Discriminator Loss: 0.3500... Generator Loss: 4.4094 Epoch 9/25... Discriminator Loss: 0.8305... Generator Loss: 3.5038 Epoch 9/25... Discriminator Loss: 0.4440... Generator Loss: 2.9956
Epoch 9/25... Discriminator Loss: 1.3233... Generator Loss: 3.7922 Epoch 9/25... Discriminator Loss: 0.9063... Generator Loss: 2.2165 Epoch 9/25... Discriminator Loss: 0.8234... Generator Loss: 3.8845 Epoch 9/25... Discriminator Loss: 0.4674... Generator Loss: 3.2125 Epoch 9/25... Discriminator Loss: 0.3856... Generator Loss: 3.2002 Epoch 9/25... Discriminator Loss: 0.8012... Generator Loss: 4.6094 Epoch 9/25... Discriminator Loss: 0.4482... Generator Loss: 3.0165 Epoch 9/25... Discriminator Loss: 0.3712... Generator Loss: 3.8530 Epoch 9/25... Discriminator Loss: 1.2784... Generator Loss: 2.0166 Epoch 9/25... Discriminator Loss: 3.5232... Generator Loss: 2.8426
Epoch 9/25... Discriminator Loss: 0.6677... Generator Loss: 1.9526 Epoch 9/25... Discriminator Loss: 1.3443... Generator Loss: 2.2504 Epoch 9/25... Discriminator Loss: 0.9687... Generator Loss: 2.6531 Epoch 9/25... Discriminator Loss: 0.9536... Generator Loss: 4.2082 Epoch 9/25... Discriminator Loss: 0.4978... Generator Loss: 2.9034 Epoch 9/25... Discriminator Loss: 0.5063... Generator Loss: 2.8334 Epoch 9/25... Discriminator Loss: 0.9588... Generator Loss: 1.6539 Epoch 9/25... Discriminator Loss: 0.4082... Generator Loss: 3.1597 Epoch 9/25... Discriminator Loss: 0.9271... Generator Loss: 3.3027 Epoch 9/25... Discriminator Loss: 0.3775... Generator Loss: 3.4597
Epoch 9/25... Discriminator Loss: 0.8670... Generator Loss: 4.7256 Epoch 9/25... Discriminator Loss: 0.6026... Generator Loss: 2.6139 Epoch 9/25... Discriminator Loss: 0.5030... Generator Loss: 3.1295 Epoch 9/25... Discriminator Loss: 0.4443... Generator Loss: 3.3190 Epoch 9/25... Discriminator Loss: 0.3781... Generator Loss: 3.2502 Epoch 9/25... Discriminator Loss: 1.4114... Generator Loss: 4.9644 Epoch 9/25... Discriminator Loss: 0.7979... Generator Loss: 2.7067 Epoch 9/25... Discriminator Loss: 0.4501... Generator Loss: 3.0427 Epoch 9/25... Discriminator Loss: 0.4281... Generator Loss: 3.2777 Epoch 9/25... Discriminator Loss: 0.8563... Generator Loss: 4.5459
Epoch 9/25... Discriminator Loss: 0.4044... Generator Loss: 6.7742 Epoch 9/25... Discriminator Loss: 0.7705... Generator Loss: 5.4559 Epoch 9/25... Discriminator Loss: 0.9646... Generator Loss: 1.3475 Epoch 9/25... Discriminator Loss: 0.3547... Generator Loss: 5.4299 Epoch 9/25... Discriminator Loss: 1.4263... Generator Loss: 4.4025 Epoch 9/25... Discriminator Loss: 0.7652... Generator Loss: 3.5796 Epoch 9/25... Discriminator Loss: 0.4056... Generator Loss: 2.7506 Epoch 9/25... Discriminator Loss: 1.2208... Generator Loss: 2.6276 Epoch 9/25... Discriminator Loss: 0.7426... Generator Loss: 3.1941 Epoch 9/25... Discriminator Loss: 0.4568... Generator Loss: 3.3274
Epoch 9/25... Discriminator Loss: 0.9086... Generator Loss: 3.0049 Epoch 9/25... Discriminator Loss: 0.5408... Generator Loss: 2.6096 Epoch 9/25... Discriminator Loss: 0.4989... Generator Loss: 3.4389 Epoch 9/25... Discriminator Loss: 0.3697... Generator Loss: 4.6892 Epoch 9/25... Discriminator Loss: 1.0050... Generator Loss: 2.4499 Epoch 9/25... Discriminator Loss: 0.9300... Generator Loss: 5.7757 Epoch 9/25... Discriminator Loss: 1.6346... Generator Loss: 2.2087 Epoch 9/25... Discriminator Loss: 1.1622... Generator Loss: 6.6143 Epoch 10/25... Discriminator Loss: 0.3857... Generator Loss: 3.2798
Epoch 10/25... Discriminator Loss: 0.9165... Generator Loss: 2.0858 Epoch 10/25... Discriminator Loss: 0.4829... Generator Loss: 2.6524 Epoch 10/25... Discriminator Loss: 0.3693... Generator Loss: 4.4356 Epoch 10/25... Discriminator Loss: 0.8563... Generator Loss: 1.6698 Epoch 10/25... Discriminator Loss: 1.4115... Generator Loss: 7.7919 Epoch 10/25... Discriminator Loss: 1.6422... Generator Loss: 4.8396 Epoch 10/25... Discriminator Loss: 0.4453... Generator Loss: 2.3825 Epoch 10/25... Discriminator Loss: 1.2819... Generator Loss: 2.9351 Epoch 10/25... Discriminator Loss: 0.4010... Generator Loss: 2.4478 Epoch 10/25... Discriminator Loss: 0.9933... Generator Loss: 4.3849
Epoch 10/25... Discriminator Loss: 0.5462... Generator Loss: 4.4177 Epoch 10/25... Discriminator Loss: 0.6939... Generator Loss: 2.5337 Epoch 10/25... Discriminator Loss: 1.0603... Generator Loss: 3.4478 Epoch 10/25... Discriminator Loss: 0.4714... Generator Loss: 2.9990 Epoch 10/25... Discriminator Loss: 2.1232... Generator Loss: 5.5621 Epoch 10/25... Discriminator Loss: 1.0074... Generator Loss: 1.5136 Epoch 10/25... Discriminator Loss: 1.0216... Generator Loss: 2.0131 Epoch 10/25... Discriminator Loss: 0.6644... Generator Loss: 2.6213 Epoch 10/25... Discriminator Loss: 0.4291... Generator Loss: 3.3313 Epoch 10/25... Discriminator Loss: 0.3765... Generator Loss: 3.7087
Epoch 10/25... Discriminator Loss: 0.4287... Generator Loss: 2.7322 Epoch 10/25... Discriminator Loss: 0.6713... Generator Loss: 2.3755 Epoch 10/25... Discriminator Loss: 0.9434... Generator Loss: 3.1136 Epoch 10/25... Discriminator Loss: 0.4037... Generator Loss: 3.1139 Epoch 10/25... Discriminator Loss: 0.5440... Generator Loss: 2.9681 Epoch 10/25... Discriminator Loss: 0.3763... Generator Loss: 3.0100 Epoch 10/25... Discriminator Loss: 0.7623... Generator Loss: 7.5310 Epoch 10/25... Discriminator Loss: 0.3468... Generator Loss: 7.6001 Epoch 10/25... Discriminator Loss: 0.7600... Generator Loss: 4.1079 Epoch 10/25... Discriminator Loss: 1.7274... Generator Loss: 4.1820
Epoch 10/25... Discriminator Loss: 0.4428... Generator Loss: 3.1685 Epoch 10/25... Discriminator Loss: 0.3825... Generator Loss: 3.7454 Epoch 10/25... Discriminator Loss: 0.4757... Generator Loss: 3.5660 Epoch 10/25... Discriminator Loss: 0.7116... Generator Loss: 2.3680 Epoch 10/25... Discriminator Loss: 2.3520... Generator Loss: 2.3169 Epoch 10/25... Discriminator Loss: 0.5878... Generator Loss: 4.8922 Epoch 10/25... Discriminator Loss: 0.6867... Generator Loss: 3.3479 Epoch 10/25... Discriminator Loss: 0.4683... Generator Loss: 3.0299 Epoch 10/25... Discriminator Loss: 0.3521... Generator Loss: 5.2173 Epoch 10/25... Discriminator Loss: 1.1847... Generator Loss: 6.8838
Epoch 10/25... Discriminator Loss: 0.6962... Generator Loss: 4.3338 Epoch 10/25... Discriminator Loss: 1.1196... Generator Loss: 0.6358 Epoch 10/25... Discriminator Loss: 0.7040... Generator Loss: 3.0035 Epoch 10/25... Discriminator Loss: 0.3409... Generator Loss: 6.7359 Epoch 10/25... Discriminator Loss: 0.3766... Generator Loss: 3.3088 Epoch 10/25... Discriminator Loss: 0.9463... Generator Loss: 2.0842 Epoch 10/25... Discriminator Loss: 0.5248... Generator Loss: 3.3317 Epoch 10/25... Discriminator Loss: 1.0412... Generator Loss: 3.1404 Epoch 10/25... Discriminator Loss: 0.5524... Generator Loss: 5.4235 Epoch 10/25... Discriminator Loss: 0.7464... Generator Loss: 1.5731
Epoch 10/25... Discriminator Loss: 0.6359... Generator Loss: 3.1976 Epoch 10/25... Discriminator Loss: 0.4240... Generator Loss: 3.0707 Epoch 10/25... Discriminator Loss: 0.7911... Generator Loss: 1.8113 Epoch 10/25... Discriminator Loss: 0.4668... Generator Loss: 4.0981 Epoch 10/25... Discriminator Loss: 0.8143... Generator Loss: 2.6882 Epoch 10/25... Discriminator Loss: 0.3593... Generator Loss: 4.6814 Epoch 10/25... Discriminator Loss: 1.3619... Generator Loss: 2.7221 Epoch 10/25... Discriminator Loss: 0.7027... Generator Loss: 3.0968 Epoch 10/25... Discriminator Loss: 0.8740... Generator Loss: 2.1632 Epoch 10/25... Discriminator Loss: 1.0889... Generator Loss: 1.4689
Epoch 10/25... Discriminator Loss: 0.6895... Generator Loss: 3.5792 Epoch 10/25... Discriminator Loss: 0.6597... Generator Loss: 1.9920 Epoch 10/25... Discriminator Loss: 0.3841... Generator Loss: 3.8384 Epoch 10/25... Discriminator Loss: 0.3956... Generator Loss: 3.2336 Epoch 10/25... Discriminator Loss: 0.3910... Generator Loss: 7.9676 Epoch 10/25... Discriminator Loss: 1.1047... Generator Loss: 2.1947 Epoch 10/25... Discriminator Loss: 0.6675... Generator Loss: 1.8610 Epoch 10/25... Discriminator Loss: 0.6030... Generator Loss: 4.6973 Epoch 10/25... Discriminator Loss: 0.5017... Generator Loss: 2.8324 Epoch 10/25... Discriminator Loss: 0.9761... Generator Loss: 3.8101
Epoch 10/25... Discriminator Loss: 0.4510... Generator Loss: 2.9847 Epoch 10/25... Discriminator Loss: 1.0757... Generator Loss: 1.8143 Epoch 10/25... Discriminator Loss: 0.7491... Generator Loss: 3.9396 Epoch 10/25... Discriminator Loss: 0.9791... Generator Loss: 3.4082 Epoch 10/25... Discriminator Loss: 0.4066... Generator Loss: 4.5567 Epoch 10/25... Discriminator Loss: 0.9835... Generator Loss: 4.0569 Epoch 10/25... Discriminator Loss: 1.1018... Generator Loss: 4.0762 Epoch 10/25... Discriminator Loss: 0.3463... Generator Loss: 5.7673 Epoch 10/25... Discriminator Loss: 0.3494... Generator Loss: 5.5149 Epoch 10/25... Discriminator Loss: 0.3612... Generator Loss: 6.7673
Epoch 10/25... Discriminator Loss: 0.3524... Generator Loss: 4.5034 Epoch 10/25... Discriminator Loss: 0.3473... Generator Loss: 4.3761 Epoch 10/25... Discriminator Loss: 0.6274... Generator Loss: 2.8724 Epoch 10/25... Discriminator Loss: 1.3857... Generator Loss: 2.4978 Epoch 10/25... Discriminator Loss: 0.6089... Generator Loss: 2.9225 Epoch 10/25... Discriminator Loss: 0.3733... Generator Loss: 3.1431 Epoch 10/25... Discriminator Loss: 0.4552... Generator Loss: 3.0338 Epoch 10/25... Discriminator Loss: 0.5819... Generator Loss: 2.3730 Epoch 10/25... Discriminator Loss: 0.8708... Generator Loss: 2.8430 Epoch 10/25... Discriminator Loss: 0.7969... Generator Loss: 3.3262
Epoch 10/25... Discriminator Loss: 0.7348... Generator Loss: 3.0736 Epoch 10/25... Discriminator Loss: 0.5793... Generator Loss: 3.2939 Epoch 10/25... Discriminator Loss: 1.3436... Generator Loss: 3.7551 Epoch 10/25... Discriminator Loss: 0.3873... Generator Loss: 4.6009 Epoch 10/25... Discriminator Loss: 0.4132... Generator Loss: 3.4111 Epoch 10/25... Discriminator Loss: 0.3860... Generator Loss: 4.4295 Epoch 10/25... Discriminator Loss: 0.3904... Generator Loss: 3.8479 Epoch 10/25... Discriminator Loss: 0.3469... Generator Loss: 5.9485 Epoch 10/25... Discriminator Loss: 1.3832... Generator Loss: 6.0977 Epoch 10/25... Discriminator Loss: 1.6703... Generator Loss: 1.9503
Epoch 10/25... Discriminator Loss: 0.7625... Generator Loss: 2.2294 Epoch 10/25... Discriminator Loss: 1.0364... Generator Loss: 1.6183 Epoch 10/25... Discriminator Loss: 2.9686... Generator Loss: 2.1717 Epoch 10/25... Discriminator Loss: 0.6743... Generator Loss: 4.5468 Epoch 10/25... Discriminator Loss: 0.4637... Generator Loss: 2.1595 Epoch 10/25... Discriminator Loss: 0.6558... Generator Loss: 2.6246 Epoch 10/25... Discriminator Loss: 0.4913... Generator Loss: 2.9382 Epoch 10/25... Discriminator Loss: 0.7991... Generator Loss: 8.1485 Epoch 10/25... Discriminator Loss: 0.3812... Generator Loss: 3.8734 Epoch 10/25... Discriminator Loss: 0.5669... Generator Loss: 2.3628
Epoch 10/25... Discriminator Loss: 0.4877... Generator Loss: 2.8960 Epoch 10/25... Discriminator Loss: 1.1879... Generator Loss: 5.8152 Epoch 10/25... Discriminator Loss: 0.9124... Generator Loss: 3.9888 Epoch 10/25... Discriminator Loss: 1.0820... Generator Loss: 2.5474 Epoch 10/25... Discriminator Loss: 0.5875... Generator Loss: 3.3534 Epoch 10/25... Discriminator Loss: 0.4598... Generator Loss: 2.8594 Epoch 10/25... Discriminator Loss: 0.6442... Generator Loss: 1.9656 Epoch 10/25... Discriminator Loss: 0.6287... Generator Loss: 3.2064 Epoch 10/25... Discriminator Loss: 0.8252... Generator Loss: 4.3499 Epoch 10/25... Discriminator Loss: 0.6462... Generator Loss: 2.1561
Epoch 10/25... Discriminator Loss: 1.2761... Generator Loss: 1.9178 Epoch 10/25... Discriminator Loss: 0.6284... Generator Loss: 2.6959 Epoch 10/25... Discriminator Loss: 1.1637... Generator Loss: 2.5375 Epoch 10/25... Discriminator Loss: 0.9691... Generator Loss: 2.8026 Epoch 10/25... Discriminator Loss: 0.5488... Generator Loss: 2.6816 Epoch 10/25... Discriminator Loss: 0.9609... Generator Loss: 5.2183 Epoch 10/25... Discriminator Loss: 0.4999... Generator Loss: 2.9975 Epoch 10/25... Discriminator Loss: 0.6094... Generator Loss: 2.5245 Epoch 10/25... Discriminator Loss: 0.3965... Generator Loss: 3.5713 Epoch 10/25... Discriminator Loss: 0.3491... Generator Loss: 5.0072
Epoch 10/25... Discriminator Loss: 0.8148... Generator Loss: 4.1415 Epoch 10/25... Discriminator Loss: 0.3988... Generator Loss: 2.7147 Epoch 10/25... Discriminator Loss: 0.9562... Generator Loss: 2.5935 Epoch 10/25... Discriminator Loss: 0.5099... Generator Loss: 2.3040 Epoch 10/25... Discriminator Loss: 0.6727... Generator Loss: 2.6260 Epoch 10/25... Discriminator Loss: 0.3461... Generator Loss: 4.6149 Epoch 10/25... Discriminator Loss: 0.5707... Generator Loss: 2.5896 Epoch 10/25... Discriminator Loss: 1.3324... Generator Loss: 1.6048 Epoch 10/25... Discriminator Loss: 0.7108... Generator Loss: 2.5766 Epoch 10/25... Discriminator Loss: 1.3582... Generator Loss: 4.3870
Epoch 10/25... Discriminator Loss: 1.1144... Generator Loss: 1.9867 Epoch 10/25... Discriminator Loss: 0.4172... Generator Loss: 5.1289 Epoch 10/25... Discriminator Loss: 0.6483... Generator Loss: 2.2350 Epoch 10/25... Discriminator Loss: 0.3870... Generator Loss: 3.2819 Epoch 10/25... Discriminator Loss: 0.3715... Generator Loss: 3.3046 Epoch 10/25... Discriminator Loss: 0.9197... Generator Loss: 2.7839 Epoch 10/25... Discriminator Loss: 0.3448... Generator Loss: 8.3359 Epoch 10/25... Discriminator Loss: 0.4385... Generator Loss: 2.9665 Epoch 10/25... Discriminator Loss: 0.5932... Generator Loss: 2.7464 Epoch 10/25... Discriminator Loss: 0.5906... Generator Loss: 2.2451
Epoch 10/25... Discriminator Loss: 0.4145... Generator Loss: 3.2990 Epoch 10/25... Discriminator Loss: 0.8406... Generator Loss: 5.8863 Epoch 10/25... Discriminator Loss: 2.8218... Generator Loss: 1.1792 Epoch 10/25... Discriminator Loss: 0.7115... Generator Loss: 2.1819 Epoch 10/25... Discriminator Loss: 0.3540... Generator Loss: 5.2974 Epoch 10/25... Discriminator Loss: 0.9193... Generator Loss: 1.9020 Epoch 10/25... Discriminator Loss: 1.1763... Generator Loss: 3.4479 Epoch 10/25... Discriminator Loss: 0.8024... Generator Loss: 7.9920 Epoch 11/25... Discriminator Loss: 0.5157... Generator Loss: 2.6201
Epoch 11/25... Discriminator Loss: 0.4173... Generator Loss: 3.0641 Epoch 11/25... Discriminator Loss: 0.7155... Generator Loss: 2.4810 Epoch 11/25... Discriminator Loss: 0.6255... Generator Loss: 2.2301 Epoch 11/25... Discriminator Loss: 0.7111... Generator Loss: 4.7723 Epoch 11/25... Discriminator Loss: 0.4297... Generator Loss: 9.5880 Epoch 11/25... Discriminator Loss: 0.5842... Generator Loss: 4.3267 Epoch 11/25... Discriminator Loss: 0.5174... Generator Loss: 3.1525 Epoch 11/25... Discriminator Loss: 1.0436... Generator Loss: 3.2208 Epoch 11/25... Discriminator Loss: 0.7126... Generator Loss: 1.9480 Epoch 11/25... Discriminator Loss: 0.7059... Generator Loss: 3.1472
Epoch 11/25... Discriminator Loss: 0.4775... Generator Loss: 2.7870 Epoch 11/25... Discriminator Loss: 0.9746... Generator Loss: 1.4553 Epoch 11/25... Discriminator Loss: 0.3390... Generator Loss: 6.0739 Epoch 11/25... Discriminator Loss: 0.3368... Generator Loss: 6.7846 Epoch 11/25... Discriminator Loss: 0.3561... Generator Loss: 6.0931 Epoch 11/25... Discriminator Loss: 0.3439... Generator Loss: 10.1070 Epoch 11/25... Discriminator Loss: 0.3495... Generator Loss: 4.7954 Epoch 11/25... Discriminator Loss: 0.3436... Generator Loss: 4.9794 Epoch 11/25... Discriminator Loss: 0.8028... Generator Loss: 2.6326 Epoch 11/25... Discriminator Loss: 0.4659... Generator Loss: 2.5742
Epoch 11/25... Discriminator Loss: 1.3726... Generator Loss: 4.2433 Epoch 11/25... Discriminator Loss: 0.8201... Generator Loss: 1.8081 Epoch 11/25... Discriminator Loss: 1.1528... Generator Loss: 2.1657 Epoch 11/25... Discriminator Loss: 0.8269... Generator Loss: 2.4848 Epoch 11/25... Discriminator Loss: 0.7470... Generator Loss: 1.9612 Epoch 11/25... Discriminator Loss: 0.9309... Generator Loss: 3.5653 Epoch 11/25... Discriminator Loss: 0.3874... Generator Loss: 5.9429 Epoch 11/25... Discriminator Loss: 1.2869... Generator Loss: 2.7745 Epoch 11/25... Discriminator Loss: 0.4684... Generator Loss: 2.2856 Epoch 11/25... Discriminator Loss: 0.8090... Generator Loss: 2.9128
Epoch 11/25... Discriminator Loss: 0.5223... Generator Loss: 2.1600 Epoch 11/25... Discriminator Loss: 0.6693... Generator Loss: 2.6447 Epoch 11/25... Discriminator Loss: 0.3488... Generator Loss: 4.5731 Epoch 11/25... Discriminator Loss: 1.0646... Generator Loss: 4.9518 Epoch 11/25... Discriminator Loss: 0.5313... Generator Loss: 3.4207 Epoch 11/25... Discriminator Loss: 0.3537... Generator Loss: 4.6020 Epoch 11/25... Discriminator Loss: 0.3800... Generator Loss: 4.0639 Epoch 11/25... Discriminator Loss: 0.9446... Generator Loss: 2.2793 Epoch 11/25... Discriminator Loss: 0.3606... Generator Loss: 4.2983 Epoch 11/25... Discriminator Loss: 0.8059... Generator Loss: 2.1807
Epoch 11/25... Discriminator Loss: 0.6271... Generator Loss: 4.3257 Epoch 11/25... Discriminator Loss: 0.3611... Generator Loss: 4.0315 Epoch 11/25... Discriminator Loss: 0.6052... Generator Loss: 3.6277 Epoch 11/25... Discriminator Loss: 2.7028... Generator Loss: 3.1901 Epoch 11/25... Discriminator Loss: 0.9836... Generator Loss: 1.5639 Epoch 11/25... Discriminator Loss: 0.4502... Generator Loss: 2.7633 Epoch 11/25... Discriminator Loss: 0.3983... Generator Loss: 3.2441 Epoch 11/25... Discriminator Loss: 0.4080... Generator Loss: 3.1723 Epoch 11/25... Discriminator Loss: 0.4295... Generator Loss: 4.4292 Epoch 11/25... Discriminator Loss: 0.6706... Generator Loss: 3.5055
Epoch 11/25... Discriminator Loss: 1.8315... Generator Loss: 2.0742 Epoch 11/25... Discriminator Loss: 0.3685... Generator Loss: 2.7555 Epoch 11/25... Discriminator Loss: 0.4596... Generator Loss: 2.6463 Epoch 11/25... Discriminator Loss: 0.7159... Generator Loss: 2.4811 Epoch 11/25... Discriminator Loss: 0.4576... Generator Loss: 2.5232 Epoch 11/25... Discriminator Loss: 0.6781... Generator Loss: 3.7369 Epoch 11/25... Discriminator Loss: 0.7005... Generator Loss: 3.4693 Epoch 11/25... Discriminator Loss: 0.4229... Generator Loss: 5.1181 Epoch 11/25... Discriminator Loss: 0.5644... Generator Loss: 3.2931 Epoch 11/25... Discriminator Loss: 0.7280... Generator Loss: 3.6347
Epoch 11/25... Discriminator Loss: 0.7111... Generator Loss: 6.2687 Epoch 11/25... Discriminator Loss: 0.7218... Generator Loss: 2.3598 Epoch 11/25... Discriminator Loss: 0.3871... Generator Loss: 3.8990 Epoch 11/25... Discriminator Loss: 0.3490... Generator Loss: 4.0825 Epoch 11/25... Discriminator Loss: 0.3816... Generator Loss: 4.1585 Epoch 11/25... Discriminator Loss: 0.5928... Generator Loss: 2.7757 Epoch 11/25... Discriminator Loss: 1.1209... Generator Loss: 5.1400 Epoch 11/25... Discriminator Loss: 1.1348... Generator Loss: 3.4175 Epoch 11/25... Discriminator Loss: 0.8716... Generator Loss: 2.1989 Epoch 11/25... Discriminator Loss: 0.5302... Generator Loss: 2.8357
Epoch 11/25... Discriminator Loss: 0.5440... Generator Loss: 2.5406 Epoch 11/25... Discriminator Loss: 0.5413... Generator Loss: 2.5727 Epoch 11/25... Discriminator Loss: 0.4039... Generator Loss: 3.8667 Epoch 11/25... Discriminator Loss: 0.4253... Generator Loss: 3.1715 Epoch 11/25... Discriminator Loss: 0.4371... Generator Loss: 2.5835 Epoch 11/25... Discriminator Loss: 0.9694... Generator Loss: 2.2143 Epoch 11/25... Discriminator Loss: 0.7488... Generator Loss: 1.7265 Epoch 11/25... Discriminator Loss: 0.4358... Generator Loss: 3.4671 Epoch 11/25... Discriminator Loss: 1.0970... Generator Loss: 3.9054 Epoch 11/25... Discriminator Loss: 0.8741... Generator Loss: 2.1129
Epoch 11/25... Discriminator Loss: 0.3906... Generator Loss: 3.0803 Epoch 11/25... Discriminator Loss: 0.6091... Generator Loss: 3.2768 Epoch 11/25... Discriminator Loss: 0.3499... Generator Loss: 4.3553 Epoch 11/25... Discriminator Loss: 0.7785... Generator Loss: 3.4612 Epoch 11/25... Discriminator Loss: 1.1513... Generator Loss: 5.3684 Epoch 11/25... Discriminator Loss: 0.6533... Generator Loss: 3.3569 Epoch 11/25... Discriminator Loss: 0.7983... Generator Loss: 2.8447 Epoch 11/25... Discriminator Loss: 0.5543... Generator Loss: 3.1056 Epoch 11/25... Discriminator Loss: 0.6329... Generator Loss: 3.4906 Epoch 11/25... Discriminator Loss: 0.3405... Generator Loss: 11.7722
Epoch 11/25... Discriminator Loss: 0.9626... Generator Loss: 4.2134 Epoch 11/25... Discriminator Loss: 0.4663... Generator Loss: 3.1812 Epoch 11/25... Discriminator Loss: 0.3940... Generator Loss: 4.4647 Epoch 11/25... Discriminator Loss: 0.4311... Generator Loss: 4.9743 Epoch 11/25... Discriminator Loss: 1.4432... Generator Loss: 4.3343 Epoch 11/25... Discriminator Loss: 1.2071... Generator Loss: 2.5901 Epoch 11/25... Discriminator Loss: 0.3744... Generator Loss: 4.2001 Epoch 11/25... Discriminator Loss: 0.7668... Generator Loss: 3.2825 Epoch 11/25... Discriminator Loss: 0.3928... Generator Loss: 3.1518 Epoch 11/25... Discriminator Loss: 0.9489... Generator Loss: 2.5522
Epoch 11/25... Discriminator Loss: 0.5014... Generator Loss: 2.9572 Epoch 11/25... Discriminator Loss: 0.3627... Generator Loss: 3.7216 Epoch 11/25... Discriminator Loss: 0.9319... Generator Loss: 4.2854 Epoch 11/25... Discriminator Loss: 0.3900... Generator Loss: 4.3898 Epoch 11/25... Discriminator Loss: 1.1228... Generator Loss: 3.2428 Epoch 11/25... Discriminator Loss: 0.6236... Generator Loss: 3.0674 Epoch 11/25... Discriminator Loss: 0.4033... Generator Loss: 9.3016 Epoch 11/25... Discriminator Loss: 0.7677... Generator Loss: 4.3143 Epoch 11/25... Discriminator Loss: 0.7868... Generator Loss: 5.5466 Epoch 11/25... Discriminator Loss: 0.4892... Generator Loss: 4.4760
Epoch 11/25... Discriminator Loss: 0.3555... Generator Loss: 4.3881 Epoch 11/25... Discriminator Loss: 0.3467... Generator Loss: 6.9155 Epoch 11/25... Discriminator Loss: 0.6235... Generator Loss: 3.0387 Epoch 11/25... Discriminator Loss: 0.3486... Generator Loss: 3.7890 Epoch 11/25... Discriminator Loss: 0.9922... Generator Loss: 3.0830 Epoch 11/25... Discriminator Loss: 0.8712... Generator Loss: 5.5932 Epoch 11/25... Discriminator Loss: 0.7767... Generator Loss: 3.0266 Epoch 11/25... Discriminator Loss: 0.9144... Generator Loss: 1.9499 Epoch 11/25... Discriminator Loss: 0.3629... Generator Loss: 4.5372 Epoch 11/25... Discriminator Loss: 1.1403... Generator Loss: 3.1758
Epoch 11/25... Discriminator Loss: 0.4971... Generator Loss: 2.0371 Epoch 11/25... Discriminator Loss: 0.6435... Generator Loss: 3.4966 Epoch 11/25... Discriminator Loss: 1.0665... Generator Loss: 6.5136 Epoch 11/25... Discriminator Loss: 0.5056... Generator Loss: 2.7706 Epoch 11/25... Discriminator Loss: 0.7107... Generator Loss: 3.5678 Epoch 11/25... Discriminator Loss: 0.6806... Generator Loss: 9.0523 Epoch 11/25... Discriminator Loss: 0.5981... Generator Loss: 2.1374 Epoch 11/25... Discriminator Loss: 0.8775... Generator Loss: 2.7169 Epoch 11/25... Discriminator Loss: 0.7581... Generator Loss: 2.7556 Epoch 11/25... Discriminator Loss: 0.3838... Generator Loss: 3.0736
Epoch 11/25... Discriminator Loss: 0.4277... Generator Loss: 2.9663 Epoch 11/25... Discriminator Loss: 2.5764... Generator Loss: 3.4227 Epoch 11/25... Discriminator Loss: 0.4876... Generator Loss: 2.9165 Epoch 11/25... Discriminator Loss: 0.3518... Generator Loss: 4.0428 Epoch 11/25... Discriminator Loss: 1.5400... Generator Loss: 1.4728 Epoch 11/25... Discriminator Loss: 1.0915... Generator Loss: 1.7499 Epoch 11/25... Discriminator Loss: 0.5663... Generator Loss: 2.9188 Epoch 11/25... Discriminator Loss: 1.2164... Generator Loss: 3.6159 Epoch 11/25... Discriminator Loss: 0.4857... Generator Loss: 2.8447 Epoch 11/25... Discriminator Loss: 0.4277... Generator Loss: 4.0950
Epoch 11/25... Discriminator Loss: 1.2565... Generator Loss: 2.8916 Epoch 11/25... Discriminator Loss: 2.7444... Generator Loss: 4.0871 Epoch 11/25... Discriminator Loss: 0.4717... Generator Loss: 3.8459 Epoch 11/25... Discriminator Loss: 0.7759... Generator Loss: 4.7860 Epoch 11/25... Discriminator Loss: 1.1200... Generator Loss: 1.6956 Epoch 11/25... Discriminator Loss: 0.4114... Generator Loss: 2.2121 Epoch 11/25... Discriminator Loss: 0.3961... Generator Loss: 2.8349 Epoch 11/25... Discriminator Loss: 0.6349... Generator Loss: 3.3267 Epoch 11/25... Discriminator Loss: 1.9531... Generator Loss: 3.6125 Epoch 11/25... Discriminator Loss: 2.7816... Generator Loss: 0.7319
Epoch 11/25... Discriminator Loss: 0.3582... Generator Loss: 4.6105 Epoch 11/25... Discriminator Loss: 0.4335... Generator Loss: 2.8219 Epoch 11/25... Discriminator Loss: 0.6895... Generator Loss: 2.4814 Epoch 11/25... Discriminator Loss: 0.3632... Generator Loss: 4.1920 Epoch 11/25... Discriminator Loss: 0.9702... Generator Loss: 2.6716 Epoch 11/25... Discriminator Loss: 0.9963... Generator Loss: 1.5220 Epoch 11/25... Discriminator Loss: 0.7766... Generator Loss: 2.8038 Epoch 11/25... Discriminator Loss: 0.3700... Generator Loss: 4.7451 Epoch 12/25... Discriminator Loss: 1.4479... Generator Loss: 8.1471
Epoch 12/25... Discriminator Loss: 0.8391... Generator Loss: 2.0272 Epoch 12/25... Discriminator Loss: 0.4074... Generator Loss: 4.4900 Epoch 12/25... Discriminator Loss: 0.3497... Generator Loss: 4.9738 Epoch 12/25... Discriminator Loss: 0.6339... Generator Loss: 1.8913 Epoch 12/25... Discriminator Loss: 1.2012... Generator Loss: 4.0526 Epoch 12/25... Discriminator Loss: 0.8359... Generator Loss: 2.7210 Epoch 12/25... Discriminator Loss: 0.5015... Generator Loss: 3.4303 Epoch 12/25... Discriminator Loss: 1.0988... Generator Loss: 4.8410 Epoch 12/25... Discriminator Loss: 0.3765... Generator Loss: 3.7045 Epoch 12/25... Discriminator Loss: 0.8452... Generator Loss: 1.6252
Epoch 12/25... Discriminator Loss: 0.3939... Generator Loss: 3.2225 Epoch 12/25... Discriminator Loss: 0.3559... Generator Loss: 4.3924 Epoch 12/25... Discriminator Loss: 0.3923... Generator Loss: 2.8579 Epoch 12/25... Discriminator Loss: 0.3631... Generator Loss: 3.9998 Epoch 12/25... Discriminator Loss: 0.4415... Generator Loss: 4.2652 Epoch 12/25... Discriminator Loss: 0.6114... Generator Loss: 2.3146 Epoch 12/25... Discriminator Loss: 0.3474... Generator Loss: 5.1149 Epoch 12/25... Discriminator Loss: 0.3452... Generator Loss: 4.6930 Epoch 12/25... Discriminator Loss: 0.3638... Generator Loss: 7.7713 Epoch 12/25... Discriminator Loss: 0.6824... Generator Loss: 3.8478
Epoch 12/25... Discriminator Loss: 0.9741... Generator Loss: 1.2134 Epoch 12/25... Discriminator Loss: 0.7340... Generator Loss: 5.0683 Epoch 12/25... Discriminator Loss: 0.5937... Generator Loss: 3.5053 Epoch 12/25... Discriminator Loss: 0.3522... Generator Loss: 4.3073 Epoch 12/25... Discriminator Loss: 0.7951... Generator Loss: 2.8818 Epoch 12/25... Discriminator Loss: 0.6681... Generator Loss: 2.4541 Epoch 12/25... Discriminator Loss: 1.6770... Generator Loss: 7.3090 Epoch 12/25... Discriminator Loss: 0.5884... Generator Loss: 3.0164 Epoch 12/25... Discriminator Loss: 0.3527... Generator Loss: 5.3257 Epoch 12/25... Discriminator Loss: 0.3903... Generator Loss: 5.6336
Epoch 12/25... Discriminator Loss: 0.7812... Generator Loss: 3.8028 Epoch 12/25... Discriminator Loss: 0.6204... Generator Loss: 6.6743 Epoch 12/25... Discriminator Loss: 1.6263... Generator Loss: 2.4250 Epoch 12/25... Discriminator Loss: 0.5536... Generator Loss: 3.8385 Epoch 12/25... Discriminator Loss: 0.3939... Generator Loss: 3.4654 Epoch 12/25... Discriminator Loss: 0.5394... Generator Loss: 3.0359 Epoch 12/25... Discriminator Loss: 0.5024... Generator Loss: 2.1502 Epoch 12/25... Discriminator Loss: 0.6223... Generator Loss: 2.3119 Epoch 12/25... Discriminator Loss: 0.3438... Generator Loss: 7.1308 Epoch 12/25... Discriminator Loss: 0.3475... Generator Loss: 5.2253
Epoch 12/25... Discriminator Loss: 0.8056... Generator Loss: 3.0039 Epoch 12/25... Discriminator Loss: 0.3431... Generator Loss: 5.7670 Epoch 12/25... Discriminator Loss: 0.8293... Generator Loss: 4.4516 Epoch 12/25... Discriminator Loss: 2.6033... Generator Loss: 2.9521 Epoch 12/25... Discriminator Loss: 0.7921... Generator Loss: 2.0783 Epoch 12/25... Discriminator Loss: 1.0444... Generator Loss: 1.2930 Epoch 12/25... Discriminator Loss: 0.3508... Generator Loss: 5.2756 Epoch 12/25... Discriminator Loss: 0.8850... Generator Loss: 5.7029 Epoch 12/25... Discriminator Loss: 1.2560... Generator Loss: 1.1239 Epoch 12/25... Discriminator Loss: 0.7403... Generator Loss: 3.4882
Epoch 12/25... Discriminator Loss: 0.8051... Generator Loss: 3.7302 Epoch 12/25... Discriminator Loss: 1.4507... Generator Loss: 1.1201 Epoch 12/25... Discriminator Loss: 0.6003... Generator Loss: 2.3380 Epoch 12/25... Discriminator Loss: 0.4204... Generator Loss: 3.0856 Epoch 12/25... Discriminator Loss: 0.3454... Generator Loss: 5.0369 Epoch 12/25... Discriminator Loss: 1.5719... Generator Loss: 5.6727 Epoch 12/25... Discriminator Loss: 0.6713... Generator Loss: 4.2670 Epoch 12/25... Discriminator Loss: 2.0504... Generator Loss: 7.5425 Epoch 12/25... Discriminator Loss: 0.8547... Generator Loss: 1.3652 Epoch 12/25... Discriminator Loss: 0.5822... Generator Loss: 2.6734
Epoch 12/25... Discriminator Loss: 0.3710... Generator Loss: 3.6587 Epoch 12/25... Discriminator Loss: 0.5626... Generator Loss: 1.9162 Epoch 12/25... Discriminator Loss: 0.3786... Generator Loss: 3.3275 Epoch 12/25... Discriminator Loss: 0.3453... Generator Loss: 4.4929 Epoch 12/25... Discriminator Loss: 0.3781... Generator Loss: 9.6735 Epoch 12/25... Discriminator Loss: 0.3555... Generator Loss: 4.9831 Epoch 12/25... Discriminator Loss: 0.9195... Generator Loss: 2.1359 Epoch 12/25... Discriminator Loss: 1.0612... Generator Loss: 2.2011 Epoch 12/25... Discriminator Loss: 1.4610... Generator Loss: 2.5715 Epoch 12/25... Discriminator Loss: 1.1234... Generator Loss: 5.6129
Epoch 12/25... Discriminator Loss: 1.0720... Generator Loss: 2.1958 Epoch 12/25... Discriminator Loss: 1.1567... Generator Loss: 1.8595 Epoch 12/25... Discriminator Loss: 0.3723... Generator Loss: 3.2693 Epoch 12/25... Discriminator Loss: 0.8640... Generator Loss: 1.7152 Epoch 12/25... Discriminator Loss: 0.3735... Generator Loss: 5.1448 Epoch 12/25... Discriminator Loss: 0.7025... Generator Loss: 3.3751 Epoch 12/25... Discriminator Loss: 1.1766... Generator Loss: 1.7412 Epoch 12/25... Discriminator Loss: 0.9623... Generator Loss: 1.7496 Epoch 12/25... Discriminator Loss: 0.9002... Generator Loss: 1.1530 Epoch 12/25... Discriminator Loss: 0.4290... Generator Loss: 3.4037
Epoch 12/25... Discriminator Loss: 1.1028... Generator Loss: 7.6726 Epoch 12/25... Discriminator Loss: 0.5846... Generator Loss: 2.8118 Epoch 12/25... Discriminator Loss: 0.3593... Generator Loss: 6.9114 Epoch 12/25... Discriminator Loss: 0.6572... Generator Loss: 2.0315 Epoch 12/25... Discriminator Loss: 0.3827... Generator Loss: 3.3215 Epoch 12/25... Discriminator Loss: 0.3407... Generator Loss: 8.6049 Epoch 12/25... Discriminator Loss: 0.4182... Generator Loss: 5.6186 Epoch 12/25... Discriminator Loss: 0.7952... Generator Loss: 4.1948 Epoch 12/25... Discriminator Loss: 0.4874... Generator Loss: 3.8924 Epoch 12/25... Discriminator Loss: 0.7738... Generator Loss: 5.1933
Epoch 12/25... Discriminator Loss: 0.3550... Generator Loss: 4.4112 Epoch 12/25... Discriminator Loss: 0.9007... Generator Loss: 2.2755 Epoch 12/25... Discriminator Loss: 0.3656... Generator Loss: 5.1070 Epoch 12/25... Discriminator Loss: 0.4038... Generator Loss: 3.1105 Epoch 12/25... Discriminator Loss: 1.1839... Generator Loss: 2.1404 Epoch 12/25... Discriminator Loss: 0.3448... Generator Loss: 5.2671 Epoch 12/25... Discriminator Loss: 0.6683... Generator Loss: 2.6995 Epoch 12/25... Discriminator Loss: 1.3623... Generator Loss: 2.7136 Epoch 12/25... Discriminator Loss: 0.3790... Generator Loss: 3.0492 Epoch 12/25... Discriminator Loss: 0.8855... Generator Loss: 1.9065
Epoch 12/25... Discriminator Loss: 0.4587... Generator Loss: 3.2204 Epoch 12/25... Discriminator Loss: 1.7671... Generator Loss: 2.0775 Epoch 12/25... Discriminator Loss: 1.1175... Generator Loss: 1.1403 Epoch 12/25... Discriminator Loss: 0.5363... Generator Loss: 2.3710 Epoch 12/25... Discriminator Loss: 1.0522... Generator Loss: 3.8860 Epoch 12/25... Discriminator Loss: 0.9060... Generator Loss: 3.0466 Epoch 12/25... Discriminator Loss: 0.8746... Generator Loss: 3.0643 Epoch 12/25... Discriminator Loss: 0.7078... Generator Loss: 2.4233 Epoch 12/25... Discriminator Loss: 0.5856... Generator Loss: 1.9886 Epoch 12/25... Discriminator Loss: 0.4896... Generator Loss: 3.2711
Epoch 12/25... Discriminator Loss: 0.6930... Generator Loss: 1.7454 Epoch 12/25... Discriminator Loss: 0.8323... Generator Loss: 1.8397 Epoch 12/25... Discriminator Loss: 0.4128... Generator Loss: 3.2466 Epoch 12/25... Discriminator Loss: 0.9688... Generator Loss: 1.6638 Epoch 12/25... Discriminator Loss: 0.9707... Generator Loss: 2.1904 Epoch 12/25... Discriminator Loss: 0.6602... Generator Loss: 4.7012 Epoch 12/25... Discriminator Loss: 1.8696... Generator Loss: 4.9323 Epoch 12/25... Discriminator Loss: 1.3985... Generator Loss: 5.6673 Epoch 12/25... Discriminator Loss: 0.4723... Generator Loss: 2.6376 Epoch 12/25... Discriminator Loss: 0.5447... Generator Loss: 2.7373
Epoch 12/25... Discriminator Loss: 0.4363... Generator Loss: 3.0173 Epoch 12/25... Discriminator Loss: 0.3634... Generator Loss: 3.7462 Epoch 12/25... Discriminator Loss: 0.3812... Generator Loss: 3.7303 Epoch 12/25... Discriminator Loss: 0.5698... Generator Loss: 2.3522 Epoch 12/25... Discriminator Loss: 0.8992... Generator Loss: 2.5992 Epoch 12/25... Discriminator Loss: 0.4405... Generator Loss: 3.0335 Epoch 12/25... Discriminator Loss: 1.1694... Generator Loss: 2.7035 Epoch 12/25... Discriminator Loss: 1.4745... Generator Loss: 4.5104 Epoch 12/25... Discriminator Loss: 1.1672... Generator Loss: 2.1788 Epoch 12/25... Discriminator Loss: 0.7990... Generator Loss: 3.0540
Epoch 12/25... Discriminator Loss: 0.3492... Generator Loss: 4.9829 Epoch 12/25... Discriminator Loss: 0.6426... Generator Loss: 4.3932 Epoch 12/25... Discriminator Loss: 1.0389... Generator Loss: 2.0910 Epoch 12/25... Discriminator Loss: 1.3177... Generator Loss: 1.7147 Epoch 12/25... Discriminator Loss: 0.4345... Generator Loss: 3.0185 Epoch 12/25... Discriminator Loss: 0.7263... Generator Loss: 8.8460 Epoch 12/25... Discriminator Loss: 0.8665... Generator Loss: 2.9119 Epoch 12/25... Discriminator Loss: 0.5463... Generator Loss: 2.0635 Epoch 12/25... Discriminator Loss: 0.7474... Generator Loss: 3.5780 Epoch 12/25... Discriminator Loss: 0.3370... Generator Loss: 9.2638
Epoch 12/25... Discriminator Loss: 0.3906... Generator Loss: 2.8961 Epoch 12/25... Discriminator Loss: 1.1615... Generator Loss: 3.7906 Epoch 12/25... Discriminator Loss: 1.1024... Generator Loss: 1.4936 Epoch 12/25... Discriminator Loss: 0.6700... Generator Loss: 3.8735 Epoch 12/25... Discriminator Loss: 0.5513... Generator Loss: 4.4731 Epoch 12/25... Discriminator Loss: 1.2554... Generator Loss: 4.8351 Epoch 12/25... Discriminator Loss: 0.3939... Generator Loss: 3.4230 Epoch 12/25... Discriminator Loss: 0.3960... Generator Loss: 3.3189 Epoch 12/25... Discriminator Loss: 0.9711... Generator Loss: 6.5957 Epoch 12/25... Discriminator Loss: 0.3757... Generator Loss: 4.9258
Epoch 12/25... Discriminator Loss: 0.3509... Generator Loss: 4.9816 Epoch 12/25... Discriminator Loss: 0.3564... Generator Loss: 3.7471 Epoch 12/25... Discriminator Loss: 0.5297... Generator Loss: 2.1002 Epoch 12/25... Discriminator Loss: 0.3632... Generator Loss: 3.8842 Epoch 12/25... Discriminator Loss: 0.9363... Generator Loss: 9.6865 Epoch 12/25... Discriminator Loss: 0.5878... Generator Loss: 2.2138 Epoch 12/25... Discriminator Loss: 0.4597... Generator Loss: 3.3306 Epoch 12/25... Discriminator Loss: 0.4011... Generator Loss: 3.9711 Epoch 13/25... Discriminator Loss: 0.4095... Generator Loss: 4.0979
Epoch 13/25... Discriminator Loss: 1.4174... Generator Loss: 2.8656 Epoch 13/25... Discriminator Loss: 0.9956... Generator Loss: 2.3886 Epoch 13/25... Discriminator Loss: 0.3881... Generator Loss: 3.8266 Epoch 13/25... Discriminator Loss: 0.8067... Generator Loss: 4.7289 Epoch 13/25... Discriminator Loss: 0.4732... Generator Loss: 2.2231 Epoch 13/25... Discriminator Loss: 0.7966... Generator Loss: 3.3341 Epoch 13/25... Discriminator Loss: 1.7902... Generator Loss: 8.2481 Epoch 13/25... Discriminator Loss: 0.4149... Generator Loss: 3.3206 Epoch 13/25... Discriminator Loss: 1.5595... Generator Loss: 1.0599 Epoch 13/25... Discriminator Loss: 0.5403... Generator Loss: 4.2894
Epoch 13/25... Discriminator Loss: 0.8165... Generator Loss: 3.3209 Epoch 13/25... Discriminator Loss: 2.0732... Generator Loss: 1.5203 Epoch 13/25... Discriminator Loss: 0.6085... Generator Loss: 2.9853 Epoch 13/25... Discriminator Loss: 1.1432... Generator Loss: 3.5753 Epoch 13/25... Discriminator Loss: 0.5487... Generator Loss: 3.3453 Epoch 13/25... Discriminator Loss: 0.8124... Generator Loss: 3.0507 Epoch 13/25... Discriminator Loss: 1.2697... Generator Loss: 2.7783 Epoch 13/25... Discriminator Loss: 0.5008... Generator Loss: 2.9989 Epoch 13/25... Discriminator Loss: 1.1931... Generator Loss: 2.6264 Epoch 13/25... Discriminator Loss: 1.6475... Generator Loss: 1.3299
Epoch 13/25... Discriminator Loss: 0.7724... Generator Loss: 3.6297 Epoch 13/25... Discriminator Loss: 0.8211... Generator Loss: 3.9011 Epoch 13/25... Discriminator Loss: 0.3953... Generator Loss: 3.1787 Epoch 13/25... Discriminator Loss: 0.4959... Generator Loss: 2.8721 Epoch 13/25... Discriminator Loss: 1.0724... Generator Loss: 1.1910 Epoch 13/25... Discriminator Loss: 0.4563... Generator Loss: 2.7633 Epoch 13/25... Discriminator Loss: 1.5026... Generator Loss: 2.1635 Epoch 13/25... Discriminator Loss: 0.9786... Generator Loss: 1.5274 Epoch 13/25... Discriminator Loss: 1.0992... Generator Loss: 2.6149 Epoch 13/25... Discriminator Loss: 0.4366... Generator Loss: 3.5080
Epoch 13/25... Discriminator Loss: 0.9074... Generator Loss: 2.4408 Epoch 13/25... Discriminator Loss: 1.1010... Generator Loss: 5.7534 Epoch 13/25... Discriminator Loss: 0.8131... Generator Loss: 2.2655 Epoch 13/25... Discriminator Loss: 0.6357... Generator Loss: 2.6155 Epoch 13/25... Discriminator Loss: 1.0364... Generator Loss: 1.5604 Epoch 13/25... Discriminator Loss: 0.6584... Generator Loss: 2.4868 Epoch 13/25... Discriminator Loss: 0.5203... Generator Loss: 3.4253 Epoch 13/25... Discriminator Loss: 0.5259... Generator Loss: 3.1230 Epoch 13/25... Discriminator Loss: 0.6713... Generator Loss: 2.2705 Epoch 13/25... Discriminator Loss: 0.9545... Generator Loss: 5.2655
Epoch 13/25... Discriminator Loss: 0.8281... Generator Loss: 3.5235 Epoch 13/25... Discriminator Loss: 0.4763... Generator Loss: 2.6920 Epoch 13/25... Discriminator Loss: 0.9158... Generator Loss: 1.6777 Epoch 13/25... Discriminator Loss: 0.4388... Generator Loss: 3.1672 Epoch 13/25... Discriminator Loss: 0.3509... Generator Loss: 8.2969 Epoch 13/25... Discriminator Loss: 0.3408... Generator Loss: 4.9819 Epoch 13/25... Discriminator Loss: 0.6787... Generator Loss: 2.7081 Epoch 13/25... Discriminator Loss: 1.6684... Generator Loss: 2.7999 Epoch 13/25... Discriminator Loss: 0.9349... Generator Loss: 1.4951 Epoch 13/25... Discriminator Loss: 0.9373... Generator Loss: 1.7703
Epoch 13/25... Discriminator Loss: 0.7570... Generator Loss: 3.3517 Epoch 13/25... Discriminator Loss: 1.0960... Generator Loss: 1.8468 Epoch 13/25... Discriminator Loss: 0.9625... Generator Loss: 2.7408 Epoch 13/25... Discriminator Loss: 0.8401... Generator Loss: 2.3869 Epoch 13/25... Discriminator Loss: 0.5488... Generator Loss: 3.6105 Epoch 13/25... Discriminator Loss: 0.6158... Generator Loss: 2.6632 Epoch 13/25... Discriminator Loss: 0.3576... Generator Loss: 5.1670 Epoch 13/25... Discriminator Loss: 1.2718... Generator Loss: 3.2383 Epoch 13/25... Discriminator Loss: 0.4147... Generator Loss: 3.3346 Epoch 13/25... Discriminator Loss: 3.0437... Generator Loss: 2.9813
Epoch 13/25... Discriminator Loss: 1.6903... Generator Loss: 5.0887 Epoch 13/25... Discriminator Loss: 0.5103... Generator Loss: 1.9582 Epoch 13/25... Discriminator Loss: 0.6718... Generator Loss: 3.1195 Epoch 13/25... Discriminator Loss: 0.3588... Generator Loss: 3.8518 Epoch 13/25... Discriminator Loss: 0.5102... Generator Loss: 2.8750 Epoch 13/25... Discriminator Loss: 0.4793... Generator Loss: 2.8603 Epoch 13/25... Discriminator Loss: 0.3842... Generator Loss: 2.9096 Epoch 13/25... Discriminator Loss: 0.5949... Generator Loss: 7.6502 Epoch 13/25... Discriminator Loss: 0.7428... Generator Loss: 3.4095 Epoch 13/25... Discriminator Loss: 0.4146... Generator Loss: 3.3043
Epoch 13/25... Discriminator Loss: 0.4682... Generator Loss: 6.0730 Epoch 13/25... Discriminator Loss: 0.4987... Generator Loss: 5.7020 Epoch 13/25... Discriminator Loss: 0.3746... Generator Loss: 3.5181 Epoch 13/25... Discriminator Loss: 0.5506... Generator Loss: 2.5406 Epoch 13/25... Discriminator Loss: 0.8262... Generator Loss: 3.7756 Epoch 13/25... Discriminator Loss: 1.2979... Generator Loss: 3.1000 Epoch 13/25... Discriminator Loss: 0.6993... Generator Loss: 3.2907 Epoch 13/25... Discriminator Loss: 0.7050... Generator Loss: 1.6991 Epoch 13/25... Discriminator Loss: 0.9102... Generator Loss: 2.9254 Epoch 13/25... Discriminator Loss: 0.4912... Generator Loss: 3.0807
Epoch 13/25... Discriminator Loss: 1.3733... Generator Loss: 4.9441 Epoch 13/25... Discriminator Loss: 1.7293... Generator Loss: 2.7987 Epoch 13/25... Discriminator Loss: 0.5365... Generator Loss: 8.6633 Epoch 13/25... Discriminator Loss: 0.4774... Generator Loss: 3.3528 Epoch 13/25... Discriminator Loss: 0.6343... Generator Loss: 2.2620 Epoch 13/25... Discriminator Loss: 1.1616... Generator Loss: 1.2442 Epoch 13/25... Discriminator Loss: 0.8523... Generator Loss: 1.9751 Epoch 13/25... Discriminator Loss: 0.9457... Generator Loss: 2.2027 Epoch 13/25... Discriminator Loss: 0.3722... Generator Loss: 6.2715 Epoch 13/25... Discriminator Loss: 0.4554... Generator Loss: 2.8951
Epoch 13/25... Discriminator Loss: 0.6984... Generator Loss: 3.8170 Epoch 13/25... Discriminator Loss: 1.2657... Generator Loss: 2.9318 Epoch 13/25... Discriminator Loss: 0.5285... Generator Loss: 2.3581 Epoch 13/25... Discriminator Loss: 0.9092... Generator Loss: 4.0827 Epoch 13/25... Discriminator Loss: 1.0721... Generator Loss: 1.9236 Epoch 13/25... Discriminator Loss: 0.4876... Generator Loss: 2.5376 Epoch 13/25... Discriminator Loss: 0.4775... Generator Loss: 4.7790 Epoch 13/25... Discriminator Loss: 0.3829... Generator Loss: 5.0345 Epoch 13/25... Discriminator Loss: 0.4187... Generator Loss: 5.0595 Epoch 13/25... Discriminator Loss: 0.4407... Generator Loss: 3.0460
Epoch 13/25... Discriminator Loss: 0.7045... Generator Loss: 3.8124 Epoch 13/25... Discriminator Loss: 0.8638... Generator Loss: 7.2395 Epoch 13/25... Discriminator Loss: 1.3020... Generator Loss: 3.2573 Epoch 13/25... Discriminator Loss: 0.4625... Generator Loss: 3.2139 Epoch 13/25... Discriminator Loss: 0.6768... Generator Loss: 2.8874 Epoch 13/25... Discriminator Loss: 2.8527... Generator Loss: 1.8587 Epoch 13/25... Discriminator Loss: 0.9421... Generator Loss: 2.0404 Epoch 13/25... Discriminator Loss: 1.2717... Generator Loss: 0.9022 Epoch 13/25... Discriminator Loss: 0.6848... Generator Loss: 2.0994 Epoch 13/25... Discriminator Loss: 0.4133... Generator Loss: 5.0558
Epoch 13/25... Discriminator Loss: 0.3418... Generator Loss: 7.2683 Epoch 13/25... Discriminator Loss: 0.3465... Generator Loss: 8.3803 Epoch 13/25... Discriminator Loss: 0.4612... Generator Loss: 3.1727 Epoch 13/25... Discriminator Loss: 1.4638... Generator Loss: 4.2170 Epoch 13/25... Discriminator Loss: 0.6965... Generator Loss: 3.6959 Epoch 13/25... Discriminator Loss: 0.4933... Generator Loss: 2.9155 Epoch 13/25... Discriminator Loss: 0.4289... Generator Loss: 2.5352 Epoch 13/25... Discriminator Loss: 0.7830... Generator Loss: 4.8668 Epoch 13/25... Discriminator Loss: 0.8855... Generator Loss: 4.8921 Epoch 13/25... Discriminator Loss: 0.8923... Generator Loss: 2.0879
Epoch 13/25... Discriminator Loss: 0.4833... Generator Loss: 2.2779 Epoch 13/25... Discriminator Loss: 0.4467... Generator Loss: 5.4601 Epoch 13/25... Discriminator Loss: 0.7189... Generator Loss: 2.8369 Epoch 13/25... Discriminator Loss: 0.3795... Generator Loss: 4.8180 Epoch 13/25... Discriminator Loss: 0.4091... Generator Loss: 3.0685 Epoch 13/25... Discriminator Loss: 0.3608... Generator Loss: 5.1179 Epoch 13/25... Discriminator Loss: 0.7140... Generator Loss: 2.2326 Epoch 13/25... Discriminator Loss: 0.4537... Generator Loss: 3.7156 Epoch 13/25... Discriminator Loss: 1.0846... Generator Loss: 3.2966 Epoch 13/25... Discriminator Loss: 0.5560... Generator Loss: 3.4814
Epoch 13/25... Discriminator Loss: 0.4155... Generator Loss: 2.9655 Epoch 13/25... Discriminator Loss: 0.4221... Generator Loss: 3.4301 Epoch 13/25... Discriminator Loss: 0.7638... Generator Loss: 2.0716 Epoch 13/25... Discriminator Loss: 1.0143... Generator Loss: 3.1830 Epoch 13/25... Discriminator Loss: 0.4126... Generator Loss: 3.1046 Epoch 13/25... Discriminator Loss: 0.3600... Generator Loss: 3.8707 Epoch 13/25... Discriminator Loss: 0.3592... Generator Loss: 3.9350 Epoch 13/25... Discriminator Loss: 1.3231... Generator Loss: 1.5278 Epoch 13/25... Discriminator Loss: 0.4187... Generator Loss: 3.3570 Epoch 13/25... Discriminator Loss: 0.7329... Generator Loss: 3.1297
Epoch 13/25... Discriminator Loss: 0.7177... Generator Loss: 5.1256 Epoch 13/25... Discriminator Loss: 0.4552... Generator Loss: 3.1044 Epoch 13/25... Discriminator Loss: 0.4966... Generator Loss: 5.5075 Epoch 13/25... Discriminator Loss: 0.3431... Generator Loss: 9.0721 Epoch 13/25... Discriminator Loss: 0.3680... Generator Loss: 4.9919 Epoch 13/25... Discriminator Loss: 0.3525... Generator Loss: 12.7617 Epoch 13/25... Discriminator Loss: 0.3717... Generator Loss: 3.4592 Epoch 13/25... Discriminator Loss: 0.6022... Generator Loss: 5.1431 Epoch 13/25... Discriminator Loss: 0.3542... Generator Loss: 6.6938 Epoch 13/25... Discriminator Loss: 1.0747... Generator Loss: 3.5218
Epoch 13/25... Discriminator Loss: 0.4124... Generator Loss: 3.4391 Epoch 13/25... Discriminator Loss: 0.4218... Generator Loss: 3.5057 Epoch 13/25... Discriminator Loss: 0.3866... Generator Loss: 6.1499 Epoch 13/25... Discriminator Loss: 0.3526... Generator Loss: 4.2763 Epoch 13/25... Discriminator Loss: 0.3447... Generator Loss: 4.7629 Epoch 13/25... Discriminator Loss: 0.8172... Generator Loss: 2.1590 Epoch 13/25... Discriminator Loss: 0.8974... Generator Loss: 4.7902 Epoch 13/25... Discriminator Loss: 0.9012... Generator Loss: 1.9098 Epoch 14/25... Discriminator Loss: 0.9169... Generator Loss: 2.5355
Epoch 14/25... Discriminator Loss: 0.6175... Generator Loss: 2.9911 Epoch 14/25... Discriminator Loss: 0.3497... Generator Loss: 4.5804 Epoch 14/25... Discriminator Loss: 0.3458... Generator Loss: 4.1963 Epoch 14/25... Discriminator Loss: 1.1766... Generator Loss: 1.5128 Epoch 14/25... Discriminator Loss: 1.0021... Generator Loss: 2.2763 Epoch 14/25... Discriminator Loss: 0.7183... Generator Loss: 4.0485 Epoch 14/25... Discriminator Loss: 0.9721... Generator Loss: 1.5001 Epoch 14/25... Discriminator Loss: 0.4217... Generator Loss: 3.2294 Epoch 14/25... Discriminator Loss: 0.3594... Generator Loss: 4.1255 Epoch 14/25... Discriminator Loss: 0.3875... Generator Loss: 3.3948
Epoch 14/25... Discriminator Loss: 0.3564... Generator Loss: 4.1489 Epoch 14/25... Discriminator Loss: 0.5571... Generator Loss: 4.1502 Epoch 14/25... Discriminator Loss: 0.6435... Generator Loss: 2.3928 Epoch 14/25... Discriminator Loss: 0.3539... Generator Loss: 4.8464 Epoch 14/25... Discriminator Loss: 1.9610... Generator Loss: 6.2093 Epoch 14/25... Discriminator Loss: 0.5250... Generator Loss: 3.1522 Epoch 14/25... Discriminator Loss: 1.2450... Generator Loss: 1.9897 Epoch 14/25... Discriminator Loss: 0.3664... Generator Loss: 7.0010 Epoch 14/25... Discriminator Loss: 0.4342... Generator Loss: 3.1321 Epoch 14/25... Discriminator Loss: 0.9301... Generator Loss: 2.5048
Epoch 14/25... Discriminator Loss: 0.8212... Generator Loss: 1.7699 Epoch 14/25... Discriminator Loss: 1.6667... Generator Loss: 2.3842 Epoch 14/25... Discriminator Loss: 0.3829... Generator Loss: 4.5786 Epoch 14/25... Discriminator Loss: 1.0980... Generator Loss: 2.8265 Epoch 14/25... Discriminator Loss: 0.4753... Generator Loss: 2.7532 Epoch 14/25... Discriminator Loss: 2.2433... Generator Loss: 4.0421 Epoch 14/25... Discriminator Loss: 0.8013... Generator Loss: 1.9821 Epoch 14/25... Discriminator Loss: 1.0927... Generator Loss: 3.5433 Epoch 14/25... Discriminator Loss: 1.6996... Generator Loss: 2.3930 Epoch 14/25... Discriminator Loss: 0.4446... Generator Loss: 3.1214
Epoch 14/25... Discriminator Loss: 0.4165... Generator Loss: 7.1710 Epoch 14/25... Discriminator Loss: 0.6384... Generator Loss: 2.7928 Epoch 14/25... Discriminator Loss: 0.3486... Generator Loss: 6.1724 Epoch 14/25... Discriminator Loss: 0.5016... Generator Loss: 3.8485 Epoch 14/25... Discriminator Loss: 0.4182... Generator Loss: 2.7878 Epoch 14/25... Discriminator Loss: 1.0298... Generator Loss: 3.8894 Epoch 14/25... Discriminator Loss: 0.4681... Generator Loss: 3.4883 Epoch 14/25... Discriminator Loss: 0.8625... Generator Loss: 2.3876 Epoch 14/25... Discriminator Loss: 0.4159... Generator Loss: 5.8628 Epoch 14/25... Discriminator Loss: 0.3913... Generator Loss: 2.9782
Epoch 14/25... Discriminator Loss: 0.5690... Generator Loss: 2.9604 Epoch 14/25... Discriminator Loss: 0.4423... Generator Loss: 2.2192 Epoch 14/25... Discriminator Loss: 0.3671... Generator Loss: 9.4546 Epoch 14/25... Discriminator Loss: 0.4712... Generator Loss: 3.2581 Epoch 14/25... Discriminator Loss: 1.5927... Generator Loss: 3.1893 Epoch 14/25... Discriminator Loss: 1.0875... Generator Loss: 3.9067 Epoch 14/25... Discriminator Loss: 0.4737... Generator Loss: 3.0309 Epoch 14/25... Discriminator Loss: 0.4228... Generator Loss: 2.7238 Epoch 14/25... Discriminator Loss: 0.6461... Generator Loss: 3.5559 Epoch 14/25... Discriminator Loss: 0.8029... Generator Loss: 3.4924
Epoch 14/25... Discriminator Loss: 0.3501... Generator Loss: 4.0232 Epoch 14/25... Discriminator Loss: 0.3760... Generator Loss: 5.0762 Epoch 14/25... Discriminator Loss: 1.2465... Generator Loss: 1.5669 Epoch 14/25... Discriminator Loss: 0.6577... Generator Loss: 2.8468 Epoch 14/25... Discriminator Loss: 0.4018... Generator Loss: 2.9762 Epoch 14/25... Discriminator Loss: 0.5690... Generator Loss: 2.9434 Epoch 14/25... Discriminator Loss: 0.4093... Generator Loss: 3.2905 Epoch 14/25... Discriminator Loss: 0.8566... Generator Loss: 2.0451 Epoch 14/25... Discriminator Loss: 0.4360... Generator Loss: 3.4516 Epoch 14/25... Discriminator Loss: 0.5196... Generator Loss: 3.5310
Epoch 14/25... Discriminator Loss: 0.3936... Generator Loss: 3.0770 Epoch 14/25... Discriminator Loss: 0.4682... Generator Loss: 4.1529 Epoch 14/25... Discriminator Loss: 0.4590... Generator Loss: 2.7483 Epoch 14/25... Discriminator Loss: 0.6977... Generator Loss: 2.5779 Epoch 14/25... Discriminator Loss: 1.9450... Generator Loss: 1.6077 Epoch 14/25... Discriminator Loss: 0.9707... Generator Loss: 3.0052 Epoch 14/25... Discriminator Loss: 0.3546... Generator Loss: 4.3437 Epoch 14/25... Discriminator Loss: 0.5759... Generator Loss: 6.8545 Epoch 14/25... Discriminator Loss: 0.6504... Generator Loss: 3.4998 Epoch 14/25... Discriminator Loss: 0.4083... Generator Loss: 3.0292
Epoch 14/25... Discriminator Loss: 0.4969... Generator Loss: 5.6836 Epoch 14/25... Discriminator Loss: 1.1877... Generator Loss: 3.3573 Epoch 14/25... Discriminator Loss: 0.3497... Generator Loss: 4.2423 Epoch 14/25... Discriminator Loss: 0.4275... Generator Loss: 2.8300 Epoch 14/25... Discriminator Loss: 0.3551... Generator Loss: 3.9286 Epoch 14/25... Discriminator Loss: 0.3421... Generator Loss: 8.2785 Epoch 14/25... Discriminator Loss: 0.3635... Generator Loss: 6.5646 Epoch 14/25... Discriminator Loss: 0.9556... Generator Loss: 1.3651 Epoch 14/25... Discriminator Loss: 0.8961... Generator Loss: 3.1282 Epoch 14/25... Discriminator Loss: 0.6613... Generator Loss: 1.9589
Epoch 14/25... Discriminator Loss: 1.5492... Generator Loss: 2.8512 Epoch 14/25... Discriminator Loss: 0.3517... Generator Loss: 4.7312 Epoch 14/25... Discriminator Loss: 0.3937... Generator Loss: 3.2872 Epoch 14/25... Discriminator Loss: 1.3372... Generator Loss: 4.6012 Epoch 14/25... Discriminator Loss: 0.8676... Generator Loss: 4.1285 Epoch 14/25... Discriminator Loss: 0.5099... Generator Loss: 2.8057 Epoch 14/25... Discriminator Loss: 1.0934... Generator Loss: 1.9083 Epoch 14/25... Discriminator Loss: 0.3738... Generator Loss: 3.8155 Epoch 14/25... Discriminator Loss: 0.9039... Generator Loss: 1.6893 Epoch 14/25... Discriminator Loss: 0.7709... Generator Loss: 2.8485
Epoch 14/25... Discriminator Loss: 0.4778... Generator Loss: 2.0891 Epoch 14/25... Discriminator Loss: 1.0873... Generator Loss: 3.6489 Epoch 14/25... Discriminator Loss: 0.5121... Generator Loss: 2.7888 Epoch 14/25... Discriminator Loss: 0.7410... Generator Loss: 3.5661 Epoch 14/25... Discriminator Loss: 0.8495... Generator Loss: 6.6789 Epoch 14/25... Discriminator Loss: 0.9250... Generator Loss: 4.0017 Epoch 14/25... Discriminator Loss: 0.3741... Generator Loss: 4.7237 Epoch 14/25... Discriminator Loss: 0.4359... Generator Loss: 2.9087 Epoch 14/25... Discriminator Loss: 0.4282... Generator Loss: 2.8781 Epoch 14/25... Discriminator Loss: 0.3410... Generator Loss: 8.9426
Epoch 14/25... Discriminator Loss: 0.4089... Generator Loss: 6.5236 Epoch 14/25... Discriminator Loss: 1.1386... Generator Loss: 4.6782 Epoch 14/25... Discriminator Loss: 0.3579... Generator Loss: 4.0569 Epoch 14/25... Discriminator Loss: 0.5814... Generator Loss: 4.1506 Epoch 14/25... Discriminator Loss: 0.4070... Generator Loss: 2.7711 Epoch 14/25... Discriminator Loss: 1.6466... Generator Loss: 2.7539 Epoch 14/25... Discriminator Loss: 0.4041... Generator Loss: 3.7464 Epoch 14/25... Discriminator Loss: 0.4277... Generator Loss: 3.0340 Epoch 14/25... Discriminator Loss: 0.3557... Generator Loss: 4.0988 Epoch 14/25... Discriminator Loss: 0.3997... Generator Loss: 4.2199
Epoch 14/25... Discriminator Loss: 0.8252... Generator Loss: 4.0290 Epoch 14/25... Discriminator Loss: 0.4251... Generator Loss: 3.0247 Epoch 14/25... Discriminator Loss: 0.3944... Generator Loss: 3.3172 Epoch 14/25... Discriminator Loss: 0.5173... Generator Loss: 7.3785 Epoch 14/25... Discriminator Loss: 0.4078... Generator Loss: 5.3198 Epoch 14/25... Discriminator Loss: 0.7425... Generator Loss: 3.4888 Epoch 14/25... Discriminator Loss: 1.0743... Generator Loss: 2.8700 Epoch 14/25... Discriminator Loss: 1.6964... Generator Loss: 1.4777 Epoch 14/25... Discriminator Loss: 1.8996... Generator Loss: 1.8808 Epoch 14/25... Discriminator Loss: 0.8635... Generator Loss: 1.6778
Epoch 14/25... Discriminator Loss: 0.6544... Generator Loss: 3.4669 Epoch 14/25... Discriminator Loss: 0.4819... Generator Loss: 3.5130 Epoch 14/25... Discriminator Loss: 0.4086... Generator Loss: 4.8272 Epoch 14/25... Discriminator Loss: 0.7379... Generator Loss: 6.2412 Epoch 14/25... Discriminator Loss: 0.8193... Generator Loss: 2.8385 Epoch 14/25... Discriminator Loss: 0.3571... Generator Loss: 4.4725 Epoch 14/25... Discriminator Loss: 1.1503... Generator Loss: 1.7836 Epoch 14/25... Discriminator Loss: 0.4008... Generator Loss: 3.0659 Epoch 14/25... Discriminator Loss: 0.3718... Generator Loss: 3.4669 Epoch 14/25... Discriminator Loss: 0.4719... Generator Loss: 2.8154
Epoch 14/25... Discriminator Loss: 1.0854... Generator Loss: 2.1727 Epoch 14/25... Discriminator Loss: 0.3743... Generator Loss: 5.0688 Epoch 14/25... Discriminator Loss: 0.6813... Generator Loss: 4.2749 Epoch 14/25... Discriminator Loss: 0.5403... Generator Loss: 2.6276 Epoch 14/25... Discriminator Loss: 0.9217... Generator Loss: 1.4062 Epoch 14/25... Discriminator Loss: 0.7219... Generator Loss: 2.1087 Epoch 14/25... Discriminator Loss: 0.4946... Generator Loss: 3.1798 Epoch 14/25... Discriminator Loss: 0.4128... Generator Loss: 5.0221 Epoch 14/25... Discriminator Loss: 0.5350... Generator Loss: 2.8362 Epoch 14/25... Discriminator Loss: 0.3869... Generator Loss: 3.3403
Epoch 14/25... Discriminator Loss: 1.0318... Generator Loss: 4.2477 Epoch 14/25... Discriminator Loss: 0.3594... Generator Loss: 3.7805 Epoch 14/25... Discriminator Loss: 0.6165... Generator Loss: 2.5867 Epoch 14/25... Discriminator Loss: 0.8051... Generator Loss: 4.9815 Epoch 14/25... Discriminator Loss: 1.5342... Generator Loss: 2.0862 Epoch 14/25... Discriminator Loss: 0.3499... Generator Loss: 4.8208 Epoch 14/25... Discriminator Loss: 0.6219... Generator Loss: 2.9076 Epoch 14/25... Discriminator Loss: 0.4045... Generator Loss: 2.9072 Epoch 14/25... Discriminator Loss: 0.3870... Generator Loss: 5.7068 Epoch 14/25... Discriminator Loss: 0.5111... Generator Loss: 3.0318
Epoch 14/25... Discriminator Loss: 2.0956... Generator Loss: 5.5528 Epoch 14/25... Discriminator Loss: 0.6678... Generator Loss: 1.6891 Epoch 14/25... Discriminator Loss: 0.4489... Generator Loss: 2.9180 Epoch 14/25... Discriminator Loss: 0.3866... Generator Loss: 3.4454 Epoch 14/25... Discriminator Loss: 0.3973... Generator Loss: 4.8720 Epoch 14/25... Discriminator Loss: 0.4599... Generator Loss: 4.7190 Epoch 14/25... Discriminator Loss: 0.8087... Generator Loss: 4.3393 Epoch 14/25... Discriminator Loss: 1.0781... Generator Loss: 2.3134 Epoch 15/25... Discriminator Loss: 1.0714... Generator Loss: 2.1882
Epoch 15/25... Discriminator Loss: 0.8989... Generator Loss: 2.3364 Epoch 15/25... Discriminator Loss: 0.7112... Generator Loss: 2.5977 Epoch 15/25... Discriminator Loss: 0.7218... Generator Loss: 2.5525 Epoch 15/25... Discriminator Loss: 0.4076... Generator Loss: 2.9928 Epoch 15/25... Discriminator Loss: 0.6199... Generator Loss: 3.1418 Epoch 15/25... Discriminator Loss: 0.5019... Generator Loss: 2.6243 Epoch 15/25... Discriminator Loss: 0.4239... Generator Loss: 3.2444 Epoch 15/25... Discriminator Loss: 0.3966... Generator Loss: 6.6842 Epoch 15/25... Discriminator Loss: 0.5205... Generator Loss: 4.9526 Epoch 15/25... Discriminator Loss: 0.8787... Generator Loss: 2.9722
Epoch 15/25... Discriminator Loss: 0.4222... Generator Loss: 2.9263 Epoch 15/25... Discriminator Loss: 1.2068... Generator Loss: 1.0684 Epoch 15/25... Discriminator Loss: 0.5808... Generator Loss: 2.3474 Epoch 15/25... Discriminator Loss: 0.8062... Generator Loss: 1.5974 Epoch 15/25... Discriminator Loss: 0.3817... Generator Loss: 5.1619 Epoch 15/25... Discriminator Loss: 0.3644... Generator Loss: 3.5543 Epoch 15/25... Discriminator Loss: 0.6457... Generator Loss: 2.8501 Epoch 15/25... Discriminator Loss: 0.3454... Generator Loss: 6.5547 Epoch 15/25... Discriminator Loss: 1.0819... Generator Loss: 7.1874 Epoch 15/25... Discriminator Loss: 0.3544... Generator Loss: 4.4226
Epoch 15/25... Discriminator Loss: 0.3407... Generator Loss: 9.9425 Epoch 15/25... Discriminator Loss: 0.4537... Generator Loss: 3.1816 Epoch 15/25... Discriminator Loss: 0.8306... Generator Loss: 1.8701 Epoch 15/25... Discriminator Loss: 0.6602... Generator Loss: 2.1078 Epoch 15/25... Discriminator Loss: 0.6836... Generator Loss: 4.7852 Epoch 15/25... Discriminator Loss: 0.3990... Generator Loss: 3.1079 Epoch 15/25... Discriminator Loss: 0.6402... Generator Loss: 3.0200 Epoch 15/25... Discriminator Loss: 0.6900... Generator Loss: 8.4827 Epoch 15/25... Discriminator Loss: 0.4789... Generator Loss: 2.9271 Epoch 15/25... Discriminator Loss: 0.8260... Generator Loss: 7.9431
Epoch 15/25... Discriminator Loss: 0.4539... Generator Loss: 2.6880 Epoch 15/25... Discriminator Loss: 0.5074... Generator Loss: 2.9746 Epoch 15/25... Discriminator Loss: 0.5618... Generator Loss: 3.6703 Epoch 15/25... Discriminator Loss: 0.9517... Generator Loss: 1.5525 Epoch 15/25... Discriminator Loss: 0.4431... Generator Loss: 2.8319 Epoch 15/25... Discriminator Loss: 0.3928... Generator Loss: 2.8591 Epoch 15/25... Discriminator Loss: 0.6753... Generator Loss: 4.5944 Epoch 15/25... Discriminator Loss: 0.7315... Generator Loss: 3.0571 Epoch 15/25... Discriminator Loss: 0.9630... Generator Loss: 2.3715 Epoch 15/25... Discriminator Loss: 1.6087... Generator Loss: 1.8952
Epoch 15/25... Discriminator Loss: 0.4026... Generator Loss: 4.7212 Epoch 15/25... Discriminator Loss: 1.1587... Generator Loss: 3.6093 Epoch 15/25... Discriminator Loss: 0.3605... Generator Loss: 8.4677 Epoch 15/25... Discriminator Loss: 0.4919... Generator Loss: 2.7463 Epoch 15/25... Discriminator Loss: 0.4863... Generator Loss: 2.7494 Epoch 15/25... Discriminator Loss: 0.4987... Generator Loss: 3.0559 Epoch 15/25... Discriminator Loss: 0.3408... Generator Loss: 8.5951 Epoch 15/25... Discriminator Loss: 0.5713... Generator Loss: 9.0061 Epoch 15/25... Discriminator Loss: 0.3712... Generator Loss: 4.8814 Epoch 15/25... Discriminator Loss: 1.3371... Generator Loss: 4.2699
Epoch 15/25... Discriminator Loss: 0.9286... Generator Loss: 1.7380 Epoch 15/25... Discriminator Loss: 1.0545... Generator Loss: 2.0363 Epoch 15/25... Discriminator Loss: 0.3612... Generator Loss: 4.7247 Epoch 15/25... Discriminator Loss: 0.5856... Generator Loss: 2.7745 Epoch 15/25... Discriminator Loss: 0.3604... Generator Loss: 4.2952 Epoch 15/25... Discriminator Loss: 0.3627... Generator Loss: 5.1674 Epoch 15/25... Discriminator Loss: 0.4342... Generator Loss: 2.8202 Epoch 15/25... Discriminator Loss: 0.3684... Generator Loss: 5.9492 Epoch 15/25... Discriminator Loss: 1.2848... Generator Loss: 2.4576 Epoch 15/25... Discriminator Loss: 0.8618... Generator Loss: 2.5449
Epoch 15/25... Discriminator Loss: 0.6981... Generator Loss: 4.7311 Epoch 15/25... Discriminator Loss: 0.4258... Generator Loss: 2.9163 Epoch 15/25... Discriminator Loss: 1.1190... Generator Loss: 3.7818 Epoch 15/25... Discriminator Loss: 1.9051... Generator Loss: 1.5102 Epoch 15/25... Discriminator Loss: 1.7120... Generator Loss: 2.2933 Epoch 15/25... Discriminator Loss: 0.4003... Generator Loss: 6.0435 Epoch 15/25... Discriminator Loss: 0.3735... Generator Loss: 4.4847 Epoch 15/25... Discriminator Loss: 0.8085... Generator Loss: 8.3331 Epoch 15/25... Discriminator Loss: 0.4010... Generator Loss: 3.4466 Epoch 15/25... Discriminator Loss: 1.0761... Generator Loss: 2.2688
Epoch 15/25... Discriminator Loss: 0.3878... Generator Loss: 2.8437 Epoch 15/25... Discriminator Loss: 0.9398... Generator Loss: 3.3118 Epoch 15/25... Discriminator Loss: 0.8293... Generator Loss: 2.3581 Epoch 15/25... Discriminator Loss: 0.5199... Generator Loss: 2.4969 Epoch 15/25... Discriminator Loss: 0.3488... Generator Loss: 4.3373 Epoch 15/25... Discriminator Loss: 0.5377... Generator Loss: 3.0466 Epoch 15/25... Discriminator Loss: 0.4951... Generator Loss: 2.0847 Epoch 15/25... Discriminator Loss: 0.4346... Generator Loss: 4.8471 Epoch 15/25... Discriminator Loss: 0.4233... Generator Loss: 3.3070 Epoch 15/25... Discriminator Loss: 0.6269... Generator Loss: 3.4024
Epoch 15/25... Discriminator Loss: 0.3869... Generator Loss: 3.2379 Epoch 15/25... Discriminator Loss: 0.3967... Generator Loss: 6.6813 Epoch 15/25... Discriminator Loss: 0.5849... Generator Loss: 2.0526 Epoch 15/25... Discriminator Loss: 0.3807... Generator Loss: 3.2743 Epoch 15/25... Discriminator Loss: 0.5066... Generator Loss: 2.7792 Epoch 15/25... Discriminator Loss: 1.6875... Generator Loss: 1.1271 Epoch 15/25... Discriminator Loss: 1.8390... Generator Loss: 2.9284 Epoch 15/25... Discriminator Loss: 0.6882... Generator Loss: 1.6475 Epoch 15/25... Discriminator Loss: 1.1558... Generator Loss: 2.8631 Epoch 15/25... Discriminator Loss: 1.3708... Generator Loss: 2.7905
Epoch 15/25... Discriminator Loss: 1.3736... Generator Loss: 4.2108 Epoch 15/25... Discriminator Loss: 0.8539... Generator Loss: 1.3975 Epoch 15/25... Discriminator Loss: 0.6805... Generator Loss: 2.7702 Epoch 15/25... Discriminator Loss: 0.3500... Generator Loss: 4.4925 Epoch 15/25... Discriminator Loss: 0.3937... Generator Loss: 3.1938 Epoch 15/25... Discriminator Loss: 0.8415... Generator Loss: 2.2679 Epoch 15/25... Discriminator Loss: 0.3835... Generator Loss: 3.3366 Epoch 15/25... Discriminator Loss: 0.5405... Generator Loss: 8.3928 Epoch 15/25... Discriminator Loss: 0.3809... Generator Loss: 3.5616 Epoch 15/25... Discriminator Loss: 1.1179... Generator Loss: 1.8163
Epoch 15/25... Discriminator Loss: 0.7093... Generator Loss: 2.6359 Epoch 15/25... Discriminator Loss: 1.2985... Generator Loss: 1.8592 Epoch 15/25... Discriminator Loss: 0.3454... Generator Loss: 4.2036 Epoch 15/25... Discriminator Loss: 0.5550... Generator Loss: 3.8745 Epoch 15/25... Discriminator Loss: 0.4189... Generator Loss: 3.1443 Epoch 15/25... Discriminator Loss: 0.3538... Generator Loss: 8.5456 Epoch 15/25... Discriminator Loss: 0.3834... Generator Loss: 3.6644 Epoch 15/25... Discriminator Loss: 0.6258... Generator Loss: 2.8099 Epoch 15/25... Discriminator Loss: 0.3950... Generator Loss: 3.7340 Epoch 15/25... Discriminator Loss: 0.4491... Generator Loss: 2.6267
Epoch 15/25... Discriminator Loss: 0.6804... Generator Loss: 4.0086 Epoch 15/25... Discriminator Loss: 0.5992... Generator Loss: 2.2773 Epoch 15/25... Discriminator Loss: 1.0438... Generator Loss: 2.4026 Epoch 15/25... Discriminator Loss: 0.5577... Generator Loss: 1.6483 Epoch 15/25... Discriminator Loss: 0.3567... Generator Loss: 3.8906 Epoch 15/25... Discriminator Loss: 0.3737... Generator Loss: 3.7199 Epoch 15/25... Discriminator Loss: 0.3644... Generator Loss: 3.9036 Epoch 15/25... Discriminator Loss: 0.4463... Generator Loss: 3.2181 Epoch 15/25... Discriminator Loss: 1.2567... Generator Loss: 3.5321 Epoch 15/25... Discriminator Loss: 0.3669... Generator Loss: 6.0473
Epoch 15/25... Discriminator Loss: 0.4389... Generator Loss: 3.3241 Epoch 15/25... Discriminator Loss: 0.4440... Generator Loss: 2.7975 Epoch 15/25... Discriminator Loss: 0.4200... Generator Loss: 4.4618 Epoch 15/25... Discriminator Loss: 0.5433... Generator Loss: 2.6143 Epoch 15/25... Discriminator Loss: 0.4412... Generator Loss: 2.6774 Epoch 15/25... Discriminator Loss: 0.5859... Generator Loss: 4.3006 Epoch 15/25... Discriminator Loss: 0.4863... Generator Loss: 3.0911 Epoch 15/25... Discriminator Loss: 1.6057... Generator Loss: 2.5181 Epoch 15/25... Discriminator Loss: 0.4815... Generator Loss: 3.3163 Epoch 15/25... Discriminator Loss: 0.8189... Generator Loss: 1.7856
Epoch 15/25... Discriminator Loss: 0.4498... Generator Loss: 2.5742 Epoch 15/25... Discriminator Loss: 0.3696... Generator Loss: 2.9968 Epoch 15/25... Discriminator Loss: 1.3122... Generator Loss: 2.7720 Epoch 15/25... Discriminator Loss: 0.4150... Generator Loss: 8.8360 Epoch 15/25... Discriminator Loss: 0.3496... Generator Loss: 4.8990 Epoch 15/25... Discriminator Loss: 0.4771... Generator Loss: 2.7666 Epoch 15/25... Discriminator Loss: 0.5810... Generator Loss: 2.7105 Epoch 15/25... Discriminator Loss: 0.5707... Generator Loss: 3.0809 Epoch 15/25... Discriminator Loss: 0.5797... Generator Loss: 2.2883 Epoch 15/25... Discriminator Loss: 0.5097... Generator Loss: 2.6321
Epoch 15/25... Discriminator Loss: 0.3465... Generator Loss: 4.4180 Epoch 15/25... Discriminator Loss: 1.1074... Generator Loss: 1.5094 Epoch 15/25... Discriminator Loss: 0.4540... Generator Loss: 2.9513 Epoch 15/25... Discriminator Loss: 1.1792... Generator Loss: 1.5489 Epoch 15/25... Discriminator Loss: 0.7804... Generator Loss: 3.1424 Epoch 15/25... Discriminator Loss: 0.4047... Generator Loss: 3.4866 Epoch 15/25... Discriminator Loss: 0.6412... Generator Loss: 2.4115 Epoch 15/25... Discriminator Loss: 0.3733... Generator Loss: 3.6644 Epoch 15/25... Discriminator Loss: 1.8446... Generator Loss: 1.9743 Epoch 15/25... Discriminator Loss: 0.4121... Generator Loss: 3.0802
Epoch 15/25... Discriminator Loss: 2.1627... Generator Loss: 1.9826 Epoch 15/25... Discriminator Loss: 0.3468... Generator Loss: 5.4239 Epoch 15/25... Discriminator Loss: 0.3489... Generator Loss: 8.1240 Epoch 15/25... Discriminator Loss: 0.4180... Generator Loss: 3.0754 Epoch 15/25... Discriminator Loss: 0.6623... Generator Loss: 2.9477 Epoch 15/25... Discriminator Loss: 1.1026... Generator Loss: 1.2356 Epoch 15/25... Discriminator Loss: 0.5759... Generator Loss: 2.2108 Epoch 15/25... Discriminator Loss: 0.5403... Generator Loss: 8.7146 Epoch 16/25... Discriminator Loss: 0.6985... Generator Loss: 2.8805
Epoch 16/25... Discriminator Loss: 1.1622... Generator Loss: 4.8898 Epoch 16/25... Discriminator Loss: 0.8689... Generator Loss: 4.4607 Epoch 16/25... Discriminator Loss: 0.7786... Generator Loss: 2.0402 Epoch 16/25... Discriminator Loss: 0.7818... Generator Loss: 2.7040 Epoch 16/25... Discriminator Loss: 0.4357... Generator Loss: 3.4088 Epoch 16/25... Discriminator Loss: 0.6403... Generator Loss: 3.1660 Epoch 16/25... Discriminator Loss: 0.4322... Generator Loss: 4.7046 Epoch 16/25... Discriminator Loss: 0.7655... Generator Loss: 2.5873 Epoch 16/25... Discriminator Loss: 0.4684... Generator Loss: 2.9198 Epoch 16/25... Discriminator Loss: 0.4603... Generator Loss: 6.5700
Epoch 16/25... Discriminator Loss: 0.3440... Generator Loss: 7.9578 Epoch 16/25... Discriminator Loss: 0.4749... Generator Loss: 2.4340 Epoch 16/25... Discriminator Loss: 1.0627... Generator Loss: 2.3993 Epoch 16/25... Discriminator Loss: 0.9200... Generator Loss: 1.5096 Epoch 16/25... Discriminator Loss: 0.7504... Generator Loss: 2.4262 Epoch 16/25... Discriminator Loss: 0.4184... Generator Loss: 2.9504 Epoch 16/25... Discriminator Loss: 0.4657... Generator Loss: 2.9260 Epoch 16/25... Discriminator Loss: 0.3670... Generator Loss: 3.7354 Epoch 16/25... Discriminator Loss: 0.3596... Generator Loss: 5.4312 Epoch 16/25... Discriminator Loss: 0.4012... Generator Loss: 5.0195
Epoch 16/25... Discriminator Loss: 0.9067... Generator Loss: 1.2309 Epoch 16/25... Discriminator Loss: 0.8326... Generator Loss: 4.9460 Epoch 16/25... Discriminator Loss: 1.0613... Generator Loss: 4.3215 Epoch 16/25... Discriminator Loss: 0.3929... Generator Loss: 2.9997 Epoch 16/25... Discriminator Loss: 0.8053... Generator Loss: 3.1479 Epoch 16/25... Discriminator Loss: 0.7782... Generator Loss: 1.8473 Epoch 16/25... Discriminator Loss: 0.7592... Generator Loss: 1.8221 Epoch 16/25... Discriminator Loss: 1.3731... Generator Loss: 1.2693 Epoch 16/25... Discriminator Loss: 0.6341... Generator Loss: 2.4256 Epoch 16/25... Discriminator Loss: 1.3319... Generator Loss: 4.5504
Epoch 16/25... Discriminator Loss: 0.9762... Generator Loss: 2.4268 Epoch 16/25... Discriminator Loss: 0.6590... Generator Loss: 2.3876 Epoch 16/25... Discriminator Loss: 2.6504... Generator Loss: 5.1065 Epoch 16/25... Discriminator Loss: 0.9113... Generator Loss: 3.9922 Epoch 16/25... Discriminator Loss: 0.4482... Generator Loss: 2.7655 Epoch 16/25... Discriminator Loss: 0.3644... Generator Loss: 4.6804 Epoch 16/25... Discriminator Loss: 0.3427... Generator Loss: 5.7712 Epoch 16/25... Discriminator Loss: 1.0122... Generator Loss: 3.2103 Epoch 16/25... Discriminator Loss: 0.4254... Generator Loss: 2.8957 Epoch 16/25... Discriminator Loss: 0.5676... Generator Loss: 4.0744
Epoch 16/25... Discriminator Loss: 0.6220... Generator Loss: 2.4455 Epoch 16/25... Discriminator Loss: 0.3469... Generator Loss: 4.5040 Epoch 16/25... Discriminator Loss: 0.3521... Generator Loss: 3.9704 Epoch 16/25... Discriminator Loss: 0.6961... Generator Loss: 1.8680 Epoch 16/25... Discriminator Loss: 0.5667... Generator Loss: 4.0312 Epoch 16/25... Discriminator Loss: 1.1189... Generator Loss: 1.7013 Epoch 16/25... Discriminator Loss: 0.7522... Generator Loss: 6.6386 Epoch 16/25... Discriminator Loss: 0.3722... Generator Loss: 2.6078 Epoch 16/25... Discriminator Loss: 0.6684... Generator Loss: 2.6298 Epoch 16/25... Discriminator Loss: 0.4142... Generator Loss: 3.0776
Epoch 16/25... Discriminator Loss: 1.5124... Generator Loss: 1.7760 Epoch 16/25... Discriminator Loss: 0.3510... Generator Loss: 4.3871 Epoch 16/25... Discriminator Loss: 0.4459... Generator Loss: 3.0578 Epoch 16/25... Discriminator Loss: 0.3812... Generator Loss: 3.3787 Epoch 16/25... Discriminator Loss: 0.3669... Generator Loss: 3.7955 Epoch 16/25... Discriminator Loss: 0.6713... Generator Loss: 3.8963 Epoch 16/25... Discriminator Loss: 1.1746... Generator Loss: 3.4418 Epoch 16/25... Discriminator Loss: 2.5020... Generator Loss: 2.0431 Epoch 16/25... Discriminator Loss: 0.4955... Generator Loss: 3.1414 Epoch 16/25... Discriminator Loss: 0.4176... Generator Loss: 2.9753
Epoch 16/25... Discriminator Loss: 0.3677... Generator Loss: 3.8932 Epoch 16/25... Discriminator Loss: 0.3674... Generator Loss: 3.4781 Epoch 16/25... Discriminator Loss: 0.3567... Generator Loss: 6.5539 Epoch 16/25... Discriminator Loss: 1.3067... Generator Loss: 1.9789 Epoch 16/25... Discriminator Loss: 0.3433... Generator Loss: 6.1852 Epoch 16/25... Discriminator Loss: 0.4089... Generator Loss: 9.2253 Epoch 16/25... Discriminator Loss: 1.1574... Generator Loss: 4.5746 Epoch 16/25... Discriminator Loss: 0.5729... Generator Loss: 5.4852 Epoch 16/25... Discriminator Loss: 0.3866... Generator Loss: 3.3515 Epoch 16/25... Discriminator Loss: 0.3691... Generator Loss: 7.1665
Epoch 16/25... Discriminator Loss: 0.5199... Generator Loss: 3.5519 Epoch 16/25... Discriminator Loss: 0.7191... Generator Loss: 2.7227 Epoch 16/25... Discriminator Loss: 0.8235... Generator Loss: 1.4566 Epoch 16/25... Discriminator Loss: 0.6410... Generator Loss: 2.0080 Epoch 16/25... Discriminator Loss: 0.9442... Generator Loss: 2.2522 Epoch 16/25... Discriminator Loss: 1.1868... Generator Loss: 1.7161 Epoch 16/25... Discriminator Loss: 0.6614... Generator Loss: 2.0579 Epoch 16/25... Discriminator Loss: 0.3580... Generator Loss: 4.0867 Epoch 16/25... Discriminator Loss: 0.6734... Generator Loss: 1.8748 Epoch 16/25... Discriminator Loss: 0.6371... Generator Loss: 2.4616
Epoch 16/25... Discriminator Loss: 0.9682... Generator Loss: 1.8252 Epoch 16/25... Discriminator Loss: 0.3905... Generator Loss: 3.2353 Epoch 16/25... Discriminator Loss: 0.4200... Generator Loss: 3.2792 Epoch 16/25... Discriminator Loss: 0.5540... Generator Loss: 2.0157 Epoch 16/25... Discriminator Loss: 0.5146... Generator Loss: 3.4896 Epoch 16/25... Discriminator Loss: 1.1107... Generator Loss: 1.8840 Epoch 16/25... Discriminator Loss: 1.0062... Generator Loss: 3.0791 Epoch 16/25... Discriminator Loss: 0.3417... Generator Loss: 6.0342 Epoch 16/25... Discriminator Loss: 0.6988... Generator Loss: 1.8436 Epoch 16/25... Discriminator Loss: 0.3470... Generator Loss: 6.7210
Epoch 16/25... Discriminator Loss: 0.3759... Generator Loss: 3.8238 Epoch 16/25... Discriminator Loss: 0.5068... Generator Loss: 3.1506 Epoch 16/25... Discriminator Loss: 0.3428... Generator Loss: 5.6189 Epoch 16/25... Discriminator Loss: 0.4220... Generator Loss: 3.2001 Epoch 16/25... Discriminator Loss: 0.8655... Generator Loss: 3.0688 Epoch 16/25... Discriminator Loss: 0.9496... Generator Loss: 3.0888 Epoch 16/25... Discriminator Loss: 0.3466... Generator Loss: 5.7175 Epoch 16/25... Discriminator Loss: 0.3533... Generator Loss: 5.9958 Epoch 16/25... Discriminator Loss: 0.5336... Generator Loss: 2.8187 Epoch 16/25... Discriminator Loss: 0.4709... Generator Loss: 3.2989
Epoch 16/25... Discriminator Loss: 0.3652... Generator Loss: 3.5545 Epoch 16/25... Discriminator Loss: 1.1389... Generator Loss: 2.5948 Epoch 16/25... Discriminator Loss: 0.9447... Generator Loss: 1.8460 Epoch 16/25... Discriminator Loss: 1.2220... Generator Loss: 2.2026 Epoch 16/25... Discriminator Loss: 1.4587... Generator Loss: 1.3782 Epoch 16/25... Discriminator Loss: 1.3926... Generator Loss: 3.6305 Epoch 16/25... Discriminator Loss: 1.3544... Generator Loss: 2.4953 Epoch 16/25... Discriminator Loss: 0.4182... Generator Loss: 3.1624 Epoch 16/25... Discriminator Loss: 0.4290... Generator Loss: 5.5910 Epoch 16/25... Discriminator Loss: 0.7857... Generator Loss: 1.5507
Epoch 16/25... Discriminator Loss: 0.8328... Generator Loss: 3.8442 Epoch 16/25... Discriminator Loss: 0.7470... Generator Loss: 2.7188 Epoch 16/25... Discriminator Loss: 0.7663... Generator Loss: 1.3227 Epoch 16/25... Discriminator Loss: 0.4461... Generator Loss: 3.5006 Epoch 16/25... Discriminator Loss: 0.9450... Generator Loss: 3.3179 Epoch 16/25... Discriminator Loss: 1.7127... Generator Loss: 2.6367 Epoch 16/25... Discriminator Loss: 1.2314... Generator Loss: 4.8772 Epoch 16/25... Discriminator Loss: 0.6275... Generator Loss: 7.4003 Epoch 16/25... Discriminator Loss: 0.3504... Generator Loss: 5.7490 Epoch 16/25... Discriminator Loss: 0.5496... Generator Loss: 4.1254
Epoch 16/25... Discriminator Loss: 0.4433... Generator Loss: 2.7216 Epoch 16/25... Discriminator Loss: 1.2949... Generator Loss: 2.5622 Epoch 16/25... Discriminator Loss: 1.3463... Generator Loss: 3.7466 Epoch 16/25... Discriminator Loss: 1.8042... Generator Loss: 1.6774 Epoch 16/25... Discriminator Loss: 0.4054... Generator Loss: 4.2693 Epoch 16/25... Discriminator Loss: 0.4180... Generator Loss: 3.0121 Epoch 16/25... Discriminator Loss: 0.5024... Generator Loss: 3.1275 Epoch 16/25... Discriminator Loss: 1.3257... Generator Loss: 2.5364 Epoch 16/25... Discriminator Loss: 0.6236... Generator Loss: 3.2207 Epoch 16/25... Discriminator Loss: 0.5354... Generator Loss: 3.9665
Epoch 16/25... Discriminator Loss: 0.6301... Generator Loss: 3.0225 Epoch 16/25... Discriminator Loss: 0.4033... Generator Loss: 3.2604 Epoch 16/25... Discriminator Loss: 0.3524... Generator Loss: 4.2647 Epoch 16/25... Discriminator Loss: 0.4476... Generator Loss: 3.1648 Epoch 16/25... Discriminator Loss: 0.4445... Generator Loss: 3.3569 Epoch 16/25... Discriminator Loss: 0.4894... Generator Loss: 2.5542 Epoch 16/25... Discriminator Loss: 0.7701... Generator Loss: 2.4484 Epoch 16/25... Discriminator Loss: 0.3969... Generator Loss: 3.2718 Epoch 16/25... Discriminator Loss: 0.8506... Generator Loss: 2.8576 Epoch 16/25... Discriminator Loss: 0.7588... Generator Loss: 2.6191
Epoch 16/25... Discriminator Loss: 0.3540... Generator Loss: 3.9129 Epoch 16/25... Discriminator Loss: 2.1722... Generator Loss: 3.2039 Epoch 16/25... Discriminator Loss: 0.6741... Generator Loss: 3.2672 Epoch 16/25... Discriminator Loss: 0.4435... Generator Loss: 2.9432 Epoch 16/25... Discriminator Loss: 0.6358... Generator Loss: 2.7046 Epoch 16/25... Discriminator Loss: 0.4254... Generator Loss: 10.4730 Epoch 16/25... Discriminator Loss: 0.3505... Generator Loss: 4.6238 Epoch 16/25... Discriminator Loss: 0.8821... Generator Loss: 3.5343 Epoch 16/25... Discriminator Loss: 0.3668... Generator Loss: 4.4797 Epoch 16/25... Discriminator Loss: 1.1192... Generator Loss: 1.9154
Epoch 16/25... Discriminator Loss: 0.6269... Generator Loss: 2.7301 Epoch 16/25... Discriminator Loss: 0.3455... Generator Loss: 4.5935 Epoch 16/25... Discriminator Loss: 0.4053... Generator Loss: 4.7073 Epoch 16/25... Discriminator Loss: 0.3646... Generator Loss: 4.9216 Epoch 16/25... Discriminator Loss: 0.3494... Generator Loss: 5.1636 Epoch 16/25... Discriminator Loss: 2.3865... Generator Loss: 1.1191 Epoch 16/25... Discriminator Loss: 1.1777... Generator Loss: 1.6212 Epoch 16/25... Discriminator Loss: 1.1421... Generator Loss: 1.5054 Epoch 17/25... Discriminator Loss: 0.8612... Generator Loss: 2.2943
Epoch 17/25... Discriminator Loss: 0.9943... Generator Loss: 2.7087 Epoch 17/25... Discriminator Loss: 0.3997... Generator Loss: 3.5648 Epoch 17/25... Discriminator Loss: 1.3773... Generator Loss: 2.7502 Epoch 17/25... Discriminator Loss: 1.0027... Generator Loss: 3.1103 Epoch 17/25... Discriminator Loss: 0.6639... Generator Loss: 3.6396 Epoch 17/25... Discriminator Loss: 0.9283... Generator Loss: 2.3729 Epoch 17/25... Discriminator Loss: 0.3507... Generator Loss: 4.8090 Epoch 17/25... Discriminator Loss: 1.1599... Generator Loss: 7.6815 Epoch 17/25... Discriminator Loss: 0.8866... Generator Loss: 1.3244 Epoch 17/25... Discriminator Loss: 0.7247... Generator Loss: 2.9869
Epoch 17/25... Discriminator Loss: 1.7544... Generator Loss: 2.0625 Epoch 17/25... Discriminator Loss: 0.4106... Generator Loss: 3.1419 Epoch 17/25... Discriminator Loss: 0.4190... Generator Loss: 6.8807 Epoch 17/25... Discriminator Loss: 1.2582... Generator Loss: 2.0048 Epoch 17/25... Discriminator Loss: 0.8554... Generator Loss: 1.8055 Epoch 17/25... Discriminator Loss: 1.0276... Generator Loss: 1.8586 Epoch 17/25... Discriminator Loss: 0.7029... Generator Loss: 2.1493 Epoch 17/25... Discriminator Loss: 0.7444... Generator Loss: 2.3045 Epoch 17/25... Discriminator Loss: 0.3772... Generator Loss: 2.7920 Epoch 17/25... Discriminator Loss: 0.6087... Generator Loss: 2.6883
Epoch 17/25... Discriminator Loss: 0.4086... Generator Loss: 4.7466 Epoch 17/25... Discriminator Loss: 2.3804... Generator Loss: 0.8936 Epoch 17/25... Discriminator Loss: 1.2347... Generator Loss: 1.6119 Epoch 17/25... Discriminator Loss: 1.8877... Generator Loss: 1.9482 Epoch 17/25... Discriminator Loss: 0.5336... Generator Loss: 2.8667 Epoch 17/25... Discriminator Loss: 0.4268... Generator Loss: 4.5583 Epoch 17/25... Discriminator Loss: 0.6923... Generator Loss: 3.7196 Epoch 17/25... Discriminator Loss: 0.3425... Generator Loss: 5.2095 Epoch 17/25... Discriminator Loss: 0.3508... Generator Loss: 4.8317 Epoch 17/25... Discriminator Loss: 0.3605... Generator Loss: 6.3475
Epoch 17/25... Discriminator Loss: 0.4482... Generator Loss: 3.1083 Epoch 17/25... Discriminator Loss: 0.6195... Generator Loss: 3.0421 Epoch 17/25... Discriminator Loss: 0.4964... Generator Loss: 4.3933 Epoch 17/25... Discriminator Loss: 0.4867... Generator Loss: 2.9705 Epoch 17/25... Discriminator Loss: 0.4882... Generator Loss: 3.2534 Epoch 17/25... Discriminator Loss: 0.9262... Generator Loss: 2.1950 Epoch 17/25... Discriminator Loss: 0.8802... Generator Loss: 2.2106 Epoch 17/25... Discriminator Loss: 1.1624... Generator Loss: 1.6407 Epoch 17/25... Discriminator Loss: 1.3129... Generator Loss: 1.8639 Epoch 17/25... Discriminator Loss: 1.1333... Generator Loss: 2.0409
Epoch 17/25... Discriminator Loss: 0.3945... Generator Loss: 8.6618 Epoch 17/25... Discriminator Loss: 0.6153... Generator Loss: 2.1037 Epoch 17/25... Discriminator Loss: 0.8443... Generator Loss: 2.5248 Epoch 17/25... Discriminator Loss: 0.3636... Generator Loss: 8.9116 Epoch 17/25... Discriminator Loss: 0.3695... Generator Loss: 3.5116 Epoch 17/25... Discriminator Loss: 0.3642... Generator Loss: 7.9073 Epoch 17/25... Discriminator Loss: 0.4202... Generator Loss: 3.2674 Epoch 17/25... Discriminator Loss: 0.8918... Generator Loss: 5.0977 Epoch 17/25... Discriminator Loss: 1.0049... Generator Loss: 2.2495 Epoch 17/25... Discriminator Loss: 0.3759... Generator Loss: 3.5120
Epoch 17/25... Discriminator Loss: 0.3888... Generator Loss: 3.5008 Epoch 17/25... Discriminator Loss: 0.5063... Generator Loss: 3.6445 Epoch 17/25... Discriminator Loss: 0.5847... Generator Loss: 2.6739 Epoch 17/25... Discriminator Loss: 0.3446... Generator Loss: 5.5734 Epoch 17/25... Discriminator Loss: 1.3697... Generator Loss: 6.4817 Epoch 17/25... Discriminator Loss: 1.0244... Generator Loss: 1.9858 Epoch 17/25... Discriminator Loss: 1.0391... Generator Loss: 1.1002 Epoch 17/25... Discriminator Loss: 0.4443... Generator Loss: 3.4810 Epoch 17/25... Discriminator Loss: 0.3556... Generator Loss: 4.4965 Epoch 17/25... Discriminator Loss: 0.6877... Generator Loss: 3.2456
Epoch 17/25... Discriminator Loss: 0.4762... Generator Loss: 2.2121 Epoch 17/25... Discriminator Loss: 1.2476... Generator Loss: 1.4973 Epoch 17/25... Discriminator Loss: 0.3510... Generator Loss: 4.4265 Epoch 17/25... Discriminator Loss: 0.3625... Generator Loss: 4.4063 Epoch 17/25... Discriminator Loss: 0.4453... Generator Loss: 3.1241 Epoch 17/25... Discriminator Loss: 0.5071... Generator Loss: 2.9781 Epoch 17/25... Discriminator Loss: 0.9604... Generator Loss: 1.4278 Epoch 17/25... Discriminator Loss: 0.9107... Generator Loss: 3.4210 Epoch 17/25... Discriminator Loss: 0.5833... Generator Loss: 1.3993 Epoch 17/25... Discriminator Loss: 0.8864... Generator Loss: 1.9965
Epoch 17/25... Discriminator Loss: 0.5731... Generator Loss: 3.1938 Epoch 17/25... Discriminator Loss: 1.3902... Generator Loss: 2.6772 Epoch 17/25... Discriminator Loss: 0.3823... Generator Loss: 3.4225 Epoch 17/25... Discriminator Loss: 0.4876... Generator Loss: 3.1665 Epoch 17/25... Discriminator Loss: 0.3472... Generator Loss: 6.4147 Epoch 17/25... Discriminator Loss: 0.4483... Generator Loss: 3.4779 Epoch 17/25... Discriminator Loss: 0.3555... Generator Loss: 4.3502 Epoch 17/25... Discriminator Loss: 0.4455... Generator Loss: 3.2438 Epoch 17/25... Discriminator Loss: 0.3559... Generator Loss: 5.6541 Epoch 17/25... Discriminator Loss: 1.0659... Generator Loss: 1.9163
Epoch 17/25... Discriminator Loss: 1.0578... Generator Loss: 1.5598 Epoch 17/25... Discriminator Loss: 1.1888... Generator Loss: 1.4600 Epoch 17/25... Discriminator Loss: 0.6017... Generator Loss: 4.3517 Epoch 17/25... Discriminator Loss: 0.6312... Generator Loss: 3.6556 Epoch 17/25... Discriminator Loss: 0.3610... Generator Loss: 4.8162 Epoch 17/25... Discriminator Loss: 0.4131... Generator Loss: 3.8121 Epoch 17/25... Discriminator Loss: 0.5363... Generator Loss: 3.9372 Epoch 17/25... Discriminator Loss: 0.6204... Generator Loss: 2.8822 Epoch 17/25... Discriminator Loss: 0.8373... Generator Loss: 1.6547 Epoch 17/25... Discriminator Loss: 0.7354... Generator Loss: 2.0754
Epoch 17/25... Discriminator Loss: 0.3525... Generator Loss: 4.4007 Epoch 17/25... Discriminator Loss: 0.3550... Generator Loss: 6.4427 Epoch 17/25... Discriminator Loss: 0.7356... Generator Loss: 1.8180 Epoch 17/25... Discriminator Loss: 1.0318... Generator Loss: 2.4404 Epoch 17/25... Discriminator Loss: 0.4664... Generator Loss: 2.6902 Epoch 17/25... Discriminator Loss: 0.4187... Generator Loss: 3.0106 Epoch 17/25... Discriminator Loss: 0.3506... Generator Loss: 4.4163 Epoch 17/25... Discriminator Loss: 0.3419... Generator Loss: 9.0040 Epoch 17/25... Discriminator Loss: 3.6161... Generator Loss: 2.5477 Epoch 17/25... Discriminator Loss: 0.3816... Generator Loss: 5.4597
Epoch 17/25... Discriminator Loss: 0.4098... Generator Loss: 4.3541 Epoch 17/25... Discriminator Loss: 0.5577... Generator Loss: 3.1032 Epoch 17/25... Discriminator Loss: 0.5723... Generator Loss: 3.2768 Epoch 17/25... Discriminator Loss: 1.0069... Generator Loss: 5.6963 Epoch 17/25... Discriminator Loss: 0.8407... Generator Loss: 2.2539 Epoch 17/25... Discriminator Loss: 0.3818... Generator Loss: 6.7915 Epoch 17/25... Discriminator Loss: 1.4438... Generator Loss: 2.1308 Epoch 17/25... Discriminator Loss: 1.2131... Generator Loss: 2.0537 Epoch 17/25... Discriminator Loss: 0.9331... Generator Loss: 1.6265 Epoch 17/25... Discriminator Loss: 0.7065... Generator Loss: 2.8343
Epoch 17/25... Discriminator Loss: 0.7011... Generator Loss: 1.7699 Epoch 17/25... Discriminator Loss: 0.6247... Generator Loss: 2.2588 Epoch 17/25... Discriminator Loss: 0.4462... Generator Loss: 2.7319 Epoch 17/25... Discriminator Loss: 1.0737... Generator Loss: 3.0917 Epoch 17/25... Discriminator Loss: 0.7493... Generator Loss: 2.5515 Epoch 17/25... Discriminator Loss: 1.1296... Generator Loss: 1.7650 Epoch 17/25... Discriminator Loss: 1.1889... Generator Loss: 1.1540 Epoch 17/25... Discriminator Loss: 0.6193... Generator Loss: 2.8432 Epoch 17/25... Discriminator Loss: 1.1776... Generator Loss: 1.1654 Epoch 17/25... Discriminator Loss: 0.3786... Generator Loss: 6.5966
Epoch 17/25... Discriminator Loss: 0.3501... Generator Loss: 9.7589 Epoch 17/25... Discriminator Loss: 0.3490... Generator Loss: 7.2699 Epoch 17/25... Discriminator Loss: 0.3894... Generator Loss: 6.1916 Epoch 17/25... Discriminator Loss: 2.2044... Generator Loss: 8.8965 Epoch 17/25... Discriminator Loss: 0.5172... Generator Loss: 2.4016 Epoch 17/25... Discriminator Loss: 0.3570... Generator Loss: 5.0130 Epoch 17/25... Discriminator Loss: 0.7169... Generator Loss: 2.4317 Epoch 17/25... Discriminator Loss: 0.9077... Generator Loss: 2.5366 Epoch 17/25... Discriminator Loss: 0.4175... Generator Loss: 3.9490 Epoch 17/25... Discriminator Loss: 0.3441... Generator Loss: 6.8440
Epoch 17/25... Discriminator Loss: 0.4630... Generator Loss: 3.2819 Epoch 17/25... Discriminator Loss: 0.3419... Generator Loss: 6.8913 Epoch 17/25... Discriminator Loss: 0.3467... Generator Loss: 5.7075 Epoch 17/25... Discriminator Loss: 0.8253... Generator Loss: 1.1400 Epoch 17/25... Discriminator Loss: 0.4863... Generator Loss: 3.0707 Epoch 17/25... Discriminator Loss: 0.3485... Generator Loss: 5.8298 Epoch 17/25... Discriminator Loss: 1.0163... Generator Loss: 2.5170 Epoch 17/25... Discriminator Loss: 1.7722... Generator Loss: 1.8820 Epoch 17/25... Discriminator Loss: 0.9766... Generator Loss: 2.3179 Epoch 17/25... Discriminator Loss: 0.3647... Generator Loss: 6.0052
Epoch 17/25... Discriminator Loss: 1.6596... Generator Loss: 1.1214 Epoch 17/25... Discriminator Loss: 1.0546... Generator Loss: 1.9704 Epoch 17/25... Discriminator Loss: 1.1923... Generator Loss: 1.9698 Epoch 17/25... Discriminator Loss: 1.2219... Generator Loss: 1.6082 Epoch 17/25... Discriminator Loss: 1.0720... Generator Loss: 1.4697 Epoch 17/25... Discriminator Loss: 1.0113... Generator Loss: 2.3941 Epoch 17/25... Discriminator Loss: 0.8738... Generator Loss: 2.1240 Epoch 17/25... Discriminator Loss: 1.1468... Generator Loss: 1.6781 Epoch 17/25... Discriminator Loss: 0.7329... Generator Loss: 1.8563 Epoch 17/25... Discriminator Loss: 0.9754... Generator Loss: 2.8391
Epoch 17/25... Discriminator Loss: 0.8558... Generator Loss: 3.2928 Epoch 17/25... Discriminator Loss: 0.4624... Generator Loss: 7.7203 Epoch 17/25... Discriminator Loss: 0.3515... Generator Loss: 4.4323 Epoch 17/25... Discriminator Loss: 0.7175... Generator Loss: 2.9530 Epoch 17/25... Discriminator Loss: 0.4086... Generator Loss: 3.1785 Epoch 17/25... Discriminator Loss: 0.6994... Generator Loss: 2.5744 Epoch 17/25... Discriminator Loss: 0.3506... Generator Loss: 7.4209 Epoch 17/25... Discriminator Loss: 0.3678... Generator Loss: 4.6886 Epoch 18/25... Discriminator Loss: 0.3528... Generator Loss: 3.9677
Epoch 18/25... Discriminator Loss: 0.3567... Generator Loss: 3.7016 Epoch 18/25... Discriminator Loss: 0.9244... Generator Loss: 4.5164 Epoch 18/25... Discriminator Loss: 0.5689... Generator Loss: 3.7149 Epoch 18/25... Discriminator Loss: 0.3499... Generator Loss: 5.0730 Epoch 18/25... Discriminator Loss: 0.6897... Generator Loss: 4.5365 Epoch 18/25... Discriminator Loss: 0.8655... Generator Loss: 2.4518 Epoch 18/25... Discriminator Loss: 0.8386... Generator Loss: 3.4059 Epoch 18/25... Discriminator Loss: 1.7581... Generator Loss: 4.8830 Epoch 18/25... Discriminator Loss: 1.3253... Generator Loss: 3.3673 Epoch 18/25... Discriminator Loss: 0.3787... Generator Loss: 5.4024
Epoch 18/25... Discriminator Loss: 0.5403... Generator Loss: 2.8000 Epoch 18/25... Discriminator Loss: 1.1624... Generator Loss: 2.1838 Epoch 18/25... Discriminator Loss: 0.4080... Generator Loss: 5.0629 Epoch 18/25... Discriminator Loss: 0.6273... Generator Loss: 2.2478 Epoch 18/25... Discriminator Loss: 0.5870... Generator Loss: 2.4744 Epoch 18/25... Discriminator Loss: 0.3827... Generator Loss: 3.2187 Epoch 18/25... Discriminator Loss: 0.3505... Generator Loss: 4.3574 Epoch 18/25... Discriminator Loss: 0.3643... Generator Loss: 7.3955 Epoch 18/25... Discriminator Loss: 0.6922... Generator Loss: 4.4372 Epoch 18/25... Discriminator Loss: 1.0386... Generator Loss: 3.2514
Epoch 18/25... Discriminator Loss: 0.3557... Generator Loss: 4.3695 Epoch 18/25... Discriminator Loss: 0.3446... Generator Loss: 11.9848 Epoch 18/25... Discriminator Loss: 0.3657... Generator Loss: 4.2561 Epoch 18/25... Discriminator Loss: 0.3417... Generator Loss: 7.6866 Epoch 18/25... Discriminator Loss: 0.3399... Generator Loss: 6.2291 Epoch 18/25... Discriminator Loss: 0.4225... Generator Loss: 3.3228 Epoch 18/25... Discriminator Loss: 0.4584... Generator Loss: 7.8300 Epoch 18/25... Discriminator Loss: 0.4307... Generator Loss: 3.1236 Epoch 18/25... Discriminator Loss: 0.6157... Generator Loss: 2.7294 Epoch 18/25... Discriminator Loss: 0.3458... Generator Loss: 4.8182
Epoch 18/25... Discriminator Loss: 1.0255... Generator Loss: 4.6058 Epoch 18/25... Discriminator Loss: 2.4637... Generator Loss: 0.8217 Epoch 18/25... Discriminator Loss: 0.5484... Generator Loss: 2.5206 Epoch 18/25... Discriminator Loss: 0.4712... Generator Loss: 4.1634 Epoch 18/25... Discriminator Loss: 0.4045... Generator Loss: 3.0670 Epoch 18/25... Discriminator Loss: 0.3477... Generator Loss: 5.1953 Epoch 18/25... Discriminator Loss: 0.3623... Generator Loss: 3.9356 Epoch 18/25... Discriminator Loss: 0.3608... Generator Loss: 4.4943 Epoch 18/25... Discriminator Loss: 1.0288... Generator Loss: 2.6229 Epoch 18/25... Discriminator Loss: 0.8422... Generator Loss: 2.4873
Epoch 18/25... Discriminator Loss: 0.3558... Generator Loss: 4.1009 Epoch 18/25... Discriminator Loss: 0.5964... Generator Loss: 5.3077 Epoch 18/25... Discriminator Loss: 0.4209... Generator Loss: 3.9524 Epoch 18/25... Discriminator Loss: 0.3581... Generator Loss: 4.4066 Epoch 18/25... Discriminator Loss: 0.9731... Generator Loss: 1.3205 Epoch 18/25... Discriminator Loss: 1.1213... Generator Loss: 1.4118 Epoch 18/25... Discriminator Loss: 1.3517... Generator Loss: 3.0431 Epoch 18/25... Discriminator Loss: 0.6141... Generator Loss: 3.0308 Epoch 18/25... Discriminator Loss: 1.3171... Generator Loss: 2.2910 Epoch 18/25... Discriminator Loss: 0.4749... Generator Loss: 3.1607
Epoch 18/25... Discriminator Loss: 1.1740... Generator Loss: 1.9534 Epoch 18/25... Discriminator Loss: 1.1589... Generator Loss: 1.2395 Epoch 18/25... Discriminator Loss: 0.6598... Generator Loss: 2.1056 Epoch 18/25... Discriminator Loss: 0.3696... Generator Loss: 3.0246 Epoch 18/25... Discriminator Loss: 0.3996... Generator Loss: 5.3394 Epoch 18/25... Discriminator Loss: 0.7714... Generator Loss: 2.3726 Epoch 18/25... Discriminator Loss: 1.2090... Generator Loss: 3.2012 Epoch 18/25... Discriminator Loss: 0.8674... Generator Loss: 2.0059 Epoch 18/25... Discriminator Loss: 1.2021... Generator Loss: 2.2817 Epoch 18/25... Discriminator Loss: 0.8873... Generator Loss: 2.5250
Epoch 18/25... Discriminator Loss: 0.6784... Generator Loss: 1.6589 Epoch 18/25... Discriminator Loss: 0.7306... Generator Loss: 2.5044 Epoch 18/25... Discriminator Loss: 0.8388... Generator Loss: 2.3275 Epoch 18/25... Discriminator Loss: 0.3452... Generator Loss: 5.4384 Epoch 18/25... Discriminator Loss: 0.4815... Generator Loss: 3.3900 Epoch 18/25... Discriminator Loss: 0.3892... Generator Loss: 4.5923 Epoch 18/25... Discriminator Loss: 0.5497... Generator Loss: 2.5943 Epoch 18/25... Discriminator Loss: 0.3439... Generator Loss: 7.9064 Epoch 18/25... Discriminator Loss: 0.3486... Generator Loss: 9.0564 Epoch 18/25... Discriminator Loss: 0.3711... Generator Loss: 3.4656
Epoch 18/25... Discriminator Loss: 0.8590... Generator Loss: 2.1899 Epoch 18/25... Discriminator Loss: 0.3781... Generator Loss: 4.2036 Epoch 18/25... Discriminator Loss: 0.3496... Generator Loss: 4.9272 Epoch 18/25... Discriminator Loss: 0.7577... Generator Loss: 2.6492 Epoch 18/25... Discriminator Loss: 0.8687... Generator Loss: 1.8680 Epoch 18/25... Discriminator Loss: 0.6870... Generator Loss: 1.4775 Epoch 18/25... Discriminator Loss: 0.5042... Generator Loss: 2.1127 Epoch 18/25... Discriminator Loss: 1.1053... Generator Loss: 1.8517 Epoch 18/25... Discriminator Loss: 0.6346... Generator Loss: 3.1417 Epoch 18/25... Discriminator Loss: 0.3400... Generator Loss: 8.1050
Epoch 18/25... Discriminator Loss: 0.4132... Generator Loss: 4.2043 Epoch 18/25... Discriminator Loss: 0.3846... Generator Loss: 3.3442 Epoch 18/25... Discriminator Loss: 0.3631... Generator Loss: 3.6020 Epoch 18/25... Discriminator Loss: 0.7497... Generator Loss: 1.5117 Epoch 18/25... Discriminator Loss: 0.4635... Generator Loss: 3.4195 Epoch 18/25... Discriminator Loss: 0.3758... Generator Loss: 3.3103 Epoch 18/25... Discriminator Loss: 0.4005... Generator Loss: 3.1349 Epoch 18/25... Discriminator Loss: 0.4829... Generator Loss: 2.7957 Epoch 18/25... Discriminator Loss: 0.5725... Generator Loss: 11.6077 Epoch 18/25... Discriminator Loss: 0.7156... Generator Loss: 3.2892
Epoch 18/25... Discriminator Loss: 0.4095... Generator Loss: 3.1165 Epoch 18/25... Discriminator Loss: 0.4178... Generator Loss: 3.1005 Epoch 18/25... Discriminator Loss: 0.4230... Generator Loss: 3.2577 Epoch 18/25... Discriminator Loss: 0.4345... Generator Loss: 3.6367 Epoch 18/25... Discriminator Loss: 0.3913... Generator Loss: 3.3092 Epoch 18/25... Discriminator Loss: 0.5015... Generator Loss: 3.4872 Epoch 18/25... Discriminator Loss: 0.8796... Generator Loss: 2.4339 Epoch 18/25... Discriminator Loss: 0.5060... Generator Loss: 3.3399 Epoch 18/25... Discriminator Loss: 0.4753... Generator Loss: 2.7063 Epoch 18/25... Discriminator Loss: 0.4566... Generator Loss: 3.2819
Epoch 18/25... Discriminator Loss: 1.2211... Generator Loss: 6.8687 Epoch 18/25... Discriminator Loss: 0.3963... Generator Loss: 4.8560 Epoch 18/25... Discriminator Loss: 0.5987... Generator Loss: 3.6531 Epoch 18/25... Discriminator Loss: 1.0484... Generator Loss: 1.7743 Epoch 18/25... Discriminator Loss: 0.3396... Generator Loss: 7.4110 Epoch 18/25... Discriminator Loss: 0.4447... Generator Loss: 4.0092 Epoch 18/25... Discriminator Loss: 0.8592... Generator Loss: 4.0454 Epoch 18/25... Discriminator Loss: 0.3812... Generator Loss: 3.3635 Epoch 18/25... Discriminator Loss: 2.5707... Generator Loss: 2.8065 Epoch 18/25... Discriminator Loss: 0.8939... Generator Loss: 2.1883
Epoch 18/25... Discriminator Loss: 0.3419... Generator Loss: 5.4166 Epoch 18/25... Discriminator Loss: 0.3570... Generator Loss: 6.4171 Epoch 18/25... Discriminator Loss: 0.3466... Generator Loss: 6.2516 Epoch 18/25... Discriminator Loss: 1.3510... Generator Loss: 2.7243 Epoch 18/25... Discriminator Loss: 0.7702... Generator Loss: 3.4703 Epoch 18/25... Discriminator Loss: 0.4660... Generator Loss: 2.8306 Epoch 18/25... Discriminator Loss: 0.3370... Generator Loss: 8.1465 Epoch 18/25... Discriminator Loss: 0.3463... Generator Loss: 3.3402 Epoch 18/25... Discriminator Loss: 0.9501... Generator Loss: 1.6793 Epoch 18/25... Discriminator Loss: 0.9503... Generator Loss: 1.6277
Epoch 18/25... Discriminator Loss: 1.1611... Generator Loss: 1.2936 Epoch 18/25... Discriminator Loss: 1.2696... Generator Loss: 1.7893 Epoch 18/25... Discriminator Loss: 0.7171... Generator Loss: 2.4893 Epoch 18/25... Discriminator Loss: 0.8845... Generator Loss: 1.7634 Epoch 18/25... Discriminator Loss: 0.9450... Generator Loss: 2.0990 Epoch 18/25... Discriminator Loss: 1.8433... Generator Loss: 4.4002 Epoch 18/25... Discriminator Loss: 0.7218... Generator Loss: 3.4469 Epoch 18/25... Discriminator Loss: 0.5437... Generator Loss: 1.8745 Epoch 18/25... Discriminator Loss: 1.7989... Generator Loss: 2.2048 Epoch 18/25... Discriminator Loss: 0.9902... Generator Loss: 3.9592
Epoch 18/25... Discriminator Loss: 0.4725... Generator Loss: 2.7402 Epoch 18/25... Discriminator Loss: 0.6388... Generator Loss: 4.9346 Epoch 18/25... Discriminator Loss: 0.7839... Generator Loss: 1.9102 Epoch 18/25... Discriminator Loss: 0.8752... Generator Loss: 1.3472 Epoch 18/25... Discriminator Loss: 0.3467... Generator Loss: 6.6179 Epoch 18/25... Discriminator Loss: 0.3890... Generator Loss: 4.0409 Epoch 18/25... Discriminator Loss: 0.4735... Generator Loss: 3.2463 Epoch 18/25... Discriminator Loss: 0.8019... Generator Loss: 1.1653 Epoch 18/25... Discriminator Loss: 1.4019... Generator Loss: 3.0431 Epoch 18/25... Discriminator Loss: 0.5258... Generator Loss: 3.2351
Epoch 18/25... Discriminator Loss: 0.5279... Generator Loss: 3.0273 Epoch 18/25... Discriminator Loss: 0.3554... Generator Loss: 3.8637 Epoch 18/25... Discriminator Loss: 0.3692... Generator Loss: 3.1813 Epoch 18/25... Discriminator Loss: 1.3158... Generator Loss: 2.6955 Epoch 18/25... Discriminator Loss: 0.4005... Generator Loss: 3.7810 Epoch 18/25... Discriminator Loss: 0.3421... Generator Loss: 7.5424 Epoch 18/25... Discriminator Loss: 0.5025... Generator Loss: 3.2991 Epoch 18/25... Discriminator Loss: 0.5891... Generator Loss: 2.2519 Epoch 18/25... Discriminator Loss: 0.7514... Generator Loss: 3.3340 Epoch 18/25... Discriminator Loss: 0.3828... Generator Loss: 6.0845
Epoch 18/25... Discriminator Loss: 0.5451... Generator Loss: 3.6532 Epoch 18/25... Discriminator Loss: 0.7007... Generator Loss: 3.1111 Epoch 18/25... Discriminator Loss: 0.6502... Generator Loss: 1.6611 Epoch 18/25... Discriminator Loss: 0.9125... Generator Loss: 1.2611 Epoch 18/25... Discriminator Loss: 1.6305... Generator Loss: 3.8893 Epoch 18/25... Discriminator Loss: 0.3773... Generator Loss: 5.0455 Epoch 18/25... Discriminator Loss: 0.6056... Generator Loss: 2.5471 Epoch 18/25... Discriminator Loss: 0.3589... Generator Loss: 6.4045 Epoch 19/25... Discriminator Loss: 0.3363... Generator Loss: 11.1527
Epoch 19/25... Discriminator Loss: 0.7553... Generator Loss: 3.3952 Epoch 19/25... Discriminator Loss: 0.3658... Generator Loss: 3.8030 Epoch 19/25... Discriminator Loss: 0.5564... Generator Loss: 2.3878 Epoch 19/25... Discriminator Loss: 0.4821... Generator Loss: 2.9423 Epoch 19/25... Discriminator Loss: 0.3526... Generator Loss: 7.6857 Epoch 19/25... Discriminator Loss: 0.4706... Generator Loss: 2.6957 Epoch 19/25... Discriminator Loss: 0.3394... Generator Loss: 8.8549 Epoch 19/25... Discriminator Loss: 0.4765... Generator Loss: 3.1274 Epoch 19/25... Discriminator Loss: 0.3383... Generator Loss: 7.7554 Epoch 19/25... Discriminator Loss: 0.3736... Generator Loss: 3.4948
Epoch 19/25... Discriminator Loss: 0.3594... Generator Loss: 4.9339 Epoch 19/25... Discriminator Loss: 0.7943... Generator Loss: 2.5450 Epoch 19/25... Discriminator Loss: 0.5581... Generator Loss: 2.1415 Epoch 19/25... Discriminator Loss: 0.3447... Generator Loss: 5.6945 Epoch 19/25... Discriminator Loss: 0.7647... Generator Loss: 2.8574 Epoch 19/25... Discriminator Loss: 0.3385... Generator Loss: 6.7927 Epoch 19/25... Discriminator Loss: 0.3920... Generator Loss: 4.6744 Epoch 19/25... Discriminator Loss: 0.6836... Generator Loss: 5.6994 Epoch 19/25... Discriminator Loss: 0.6680... Generator Loss: 1.7437 Epoch 19/25... Discriminator Loss: 0.9659... Generator Loss: 1.7139
Epoch 19/25... Discriminator Loss: 1.9848... Generator Loss: 2.8390 Epoch 19/25... Discriminator Loss: 0.9212... Generator Loss: 2.2469 Epoch 19/25... Discriminator Loss: 0.8131... Generator Loss: 2.9283 Epoch 19/25... Discriminator Loss: 0.3650... Generator Loss: 3.5742 Epoch 19/25... Discriminator Loss: 1.2208... Generator Loss: 7.1678 Epoch 19/25... Discriminator Loss: 0.5554... Generator Loss: 2.7474 Epoch 19/25... Discriminator Loss: 0.9264... Generator Loss: 4.7867 Epoch 19/25... Discriminator Loss: 1.0918... Generator Loss: 4.8548 Epoch 19/25... Discriminator Loss: 0.7982... Generator Loss: 2.5719 Epoch 19/25... Discriminator Loss: 0.4413... Generator Loss: 4.7320
Epoch 19/25... Discriminator Loss: 0.5596... Generator Loss: 3.7566 Epoch 19/25... Discriminator Loss: 0.4584... Generator Loss: 3.2676 Epoch 19/25... Discriminator Loss: 0.3489... Generator Loss: 7.5565 Epoch 19/25... Discriminator Loss: 0.5609... Generator Loss: 3.1103 Epoch 19/25... Discriminator Loss: 0.3554... Generator Loss: 10.8714 Epoch 19/25... Discriminator Loss: 0.3525... Generator Loss: 4.7718 Epoch 19/25... Discriminator Loss: 0.4241... Generator Loss: 3.4884 Epoch 19/25... Discriminator Loss: 0.9235... Generator Loss: 3.5913 Epoch 19/25... Discriminator Loss: 0.3418... Generator Loss: 7.0312 Epoch 19/25... Discriminator Loss: 2.4675... Generator Loss: 3.1481
Epoch 19/25... Discriminator Loss: 0.5093... Generator Loss: 3.4298 Epoch 19/25... Discriminator Loss: 0.4974... Generator Loss: 3.8908 Epoch 19/25... Discriminator Loss: 0.3597... Generator Loss: 3.8564 Epoch 19/25... Discriminator Loss: 0.4879... Generator Loss: 2.0615 Epoch 19/25... Discriminator Loss: 0.9585... Generator Loss: 1.9201 Epoch 19/25... Discriminator Loss: 1.0741... Generator Loss: 1.4375 Epoch 19/25... Discriminator Loss: 1.0008... Generator Loss: 2.0492 Epoch 19/25... Discriminator Loss: 1.4202... Generator Loss: 2.8900 Epoch 19/25... Discriminator Loss: 0.4333... Generator Loss: 5.7559 Epoch 19/25... Discriminator Loss: 0.3438... Generator Loss: 6.5793
Epoch 19/25... Discriminator Loss: 1.0140... Generator Loss: 1.3595 Epoch 19/25... Discriminator Loss: 1.1904... Generator Loss: 1.4165 Epoch 19/25... Discriminator Loss: 0.6916... Generator Loss: 1.9265 Epoch 19/25... Discriminator Loss: 1.1564... Generator Loss: 1.3256 Epoch 19/25... Discriminator Loss: 0.3747... Generator Loss: 4.5832 Epoch 19/25... Discriminator Loss: 0.4450... Generator Loss: 2.9888 Epoch 19/25... Discriminator Loss: 1.6560... Generator Loss: 1.4414 Epoch 19/25... Discriminator Loss: 0.5972... Generator Loss: 3.2455 Epoch 19/25... Discriminator Loss: 0.3626... Generator Loss: 3.8274 Epoch 19/25... Discriminator Loss: 0.4503... Generator Loss: 2.9111
Epoch 19/25... Discriminator Loss: 0.4227... Generator Loss: 3.2717 Epoch 19/25... Discriminator Loss: 0.7133... Generator Loss: 3.5593 Epoch 19/25... Discriminator Loss: 0.6098... Generator Loss: 3.5858 Epoch 19/25... Discriminator Loss: 0.3937... Generator Loss: 6.6220 Epoch 19/25... Discriminator Loss: 0.4376... Generator Loss: 2.8183 Epoch 19/25... Discriminator Loss: 0.5913... Generator Loss: 2.5972 Epoch 19/25... Discriminator Loss: 1.9740... Generator Loss: 5.1206 Epoch 19/25... Discriminator Loss: 0.3490... Generator Loss: 4.9833 Epoch 19/25... Discriminator Loss: 0.5039... Generator Loss: 3.0774 Epoch 19/25... Discriminator Loss: 1.7660... Generator Loss: 4.8900
Epoch 19/25... Discriminator Loss: 0.3470... Generator Loss: 5.1871 Epoch 19/25... Discriminator Loss: 0.4316... Generator Loss: 3.0521 Epoch 19/25... Discriminator Loss: 0.9111... Generator Loss: 0.7001 Epoch 19/25... Discriminator Loss: 0.4148... Generator Loss: 6.3750 Epoch 19/25... Discriminator Loss: 1.0005... Generator Loss: 2.1347 Epoch 19/25... Discriminator Loss: 0.6375... Generator Loss: 3.2760 Epoch 19/25... Discriminator Loss: 0.6200... Generator Loss: 1.5039 Epoch 19/25... Discriminator Loss: 0.4061... Generator Loss: 3.0556 Epoch 19/25... Discriminator Loss: 0.3441... Generator Loss: 5.2865 Epoch 19/25... Discriminator Loss: 1.1671... Generator Loss: 3.9999
Epoch 19/25... Discriminator Loss: 0.8946... Generator Loss: 3.7638 Epoch 19/25... Discriminator Loss: 0.6089... Generator Loss: 1.5611 Epoch 19/25... Discriminator Loss: 0.3421... Generator Loss: 6.4851 Epoch 19/25... Discriminator Loss: 0.5125... Generator Loss: 3.1729 Epoch 19/25... Discriminator Loss: 0.4086... Generator Loss: 3.8059 Epoch 19/25... Discriminator Loss: 0.6760... Generator Loss: 2.6780 Epoch 19/25... Discriminator Loss: 2.6542... Generator Loss: 0.6943 Epoch 19/25... Discriminator Loss: 0.6265... Generator Loss: 2.5667 Epoch 19/25... Discriminator Loss: 0.6827... Generator Loss: 5.0818 Epoch 19/25... Discriminator Loss: 0.3774... Generator Loss: 3.4004
Epoch 19/25... Discriminator Loss: 0.5380... Generator Loss: 3.6051 Epoch 19/25... Discriminator Loss: 0.8549... Generator Loss: 2.8877 Epoch 19/25... Discriminator Loss: 0.7862... Generator Loss: 2.5931 Epoch 19/25... Discriminator Loss: 0.4088... Generator Loss: 7.4148 Epoch 19/25... Discriminator Loss: 0.4505... Generator Loss: 2.6680 Epoch 19/25... Discriminator Loss: 0.3739... Generator Loss: 5.2484 Epoch 19/25... Discriminator Loss: 0.7107... Generator Loss: 3.5035 Epoch 19/25... Discriminator Loss: 0.3739... Generator Loss: 5.6137 Epoch 19/25... Discriminator Loss: 0.9516... Generator Loss: 1.1963 Epoch 19/25... Discriminator Loss: 0.9443... Generator Loss: 1.6845
Epoch 19/25... Discriminator Loss: 1.0098... Generator Loss: 2.1004 Epoch 19/25... Discriminator Loss: 1.1061... Generator Loss: 1.5553 Epoch 19/25... Discriminator Loss: 0.6639... Generator Loss: 2.5395 Epoch 19/25... Discriminator Loss: 0.5107... Generator Loss: 2.7757 Epoch 19/25... Discriminator Loss: 0.3492... Generator Loss: 4.9741 Epoch 19/25... Discriminator Loss: 1.2442... Generator Loss: 1.7151 Epoch 19/25... Discriminator Loss: 0.7110... Generator Loss: 2.6504 Epoch 19/25... Discriminator Loss: 0.4553... Generator Loss: 2.9496 Epoch 19/25... Discriminator Loss: 1.0753... Generator Loss: 4.6586 Epoch 19/25... Discriminator Loss: 0.5894... Generator Loss: 3.3493
Epoch 19/25... Discriminator Loss: 0.7330... Generator Loss: 4.7698 Epoch 19/25... Discriminator Loss: 0.7401... Generator Loss: 1.6415 Epoch 19/25... Discriminator Loss: 0.8918... Generator Loss: 2.7099 Epoch 19/25... Discriminator Loss: 0.7798... Generator Loss: 1.6273 Epoch 19/25... Discriminator Loss: 0.8207... Generator Loss: 4.4393 Epoch 19/25... Discriminator Loss: 0.3903... Generator Loss: 4.4048 Epoch 19/25... Discriminator Loss: 0.6110... Generator Loss: 5.9127 Epoch 19/25... Discriminator Loss: 0.3427... Generator Loss: 5.7657 Epoch 19/25... Discriminator Loss: 0.3966... Generator Loss: 3.2356 Epoch 19/25... Discriminator Loss: 1.1739... Generator Loss: 1.5122
Epoch 19/25... Discriminator Loss: 0.9446... Generator Loss: 1.6544 Epoch 19/25... Discriminator Loss: 0.9876... Generator Loss: 1.5375 Epoch 19/25... Discriminator Loss: 2.2119... Generator Loss: 4.7121 Epoch 19/25... Discriminator Loss: 1.2166... Generator Loss: 1.5252 Epoch 19/25... Discriminator Loss: 1.4519... Generator Loss: 1.3173 Epoch 19/25... Discriminator Loss: 0.9937... Generator Loss: 1.5166 Epoch 19/25... Discriminator Loss: 1.7324... Generator Loss: 1.5452 Epoch 19/25... Discriminator Loss: 1.0448... Generator Loss: 1.5505 Epoch 19/25... Discriminator Loss: 1.0589... Generator Loss: 1.6262 Epoch 19/25... Discriminator Loss: 0.6951... Generator Loss: 4.0074
Epoch 19/25... Discriminator Loss: 0.3502... Generator Loss: 8.1929 Epoch 19/25... Discriminator Loss: 0.4704... Generator Loss: 3.5101 Epoch 19/25... Discriminator Loss: 0.4778... Generator Loss: 3.4541 Epoch 19/25... Discriminator Loss: 1.4231... Generator Loss: 5.6576 Epoch 19/25... Discriminator Loss: 0.7372... Generator Loss: 4.3635 Epoch 19/25... Discriminator Loss: 0.5308... Generator Loss: 2.5298 Epoch 19/25... Discriminator Loss: 0.3564... Generator Loss: 5.7120 Epoch 19/25... Discriminator Loss: 1.2524... Generator Loss: 0.7940 Epoch 19/25... Discriminator Loss: 0.6522... Generator Loss: 1.7566 Epoch 19/25... Discriminator Loss: 0.9721... Generator Loss: 1.6830
Epoch 19/25... Discriminator Loss: 0.5077... Generator Loss: 4.2245 Epoch 19/25... Discriminator Loss: 1.7216... Generator Loss: 2.1503 Epoch 19/25... Discriminator Loss: 0.4945... Generator Loss: 2.7656 Epoch 19/25... Discriminator Loss: 0.3487... Generator Loss: 4.3267 Epoch 19/25... Discriminator Loss: 0.3532... Generator Loss: 4.3573 Epoch 19/25... Discriminator Loss: 0.3842... Generator Loss: 3.4278 Epoch 19/25... Discriminator Loss: 0.6248... Generator Loss: 3.9642 Epoch 19/25... Discriminator Loss: 1.6046... Generator Loss: 2.0369 Epoch 19/25... Discriminator Loss: 0.3409... Generator Loss: 7.5835 Epoch 19/25... Discriminator Loss: 0.3658... Generator Loss: 4.0060
Epoch 19/25... Discriminator Loss: 0.7354... Generator Loss: 7.2993 Epoch 19/25... Discriminator Loss: 0.4527... Generator Loss: 3.8936 Epoch 19/25... Discriminator Loss: 0.4242... Generator Loss: 3.6368 Epoch 19/25... Discriminator Loss: 0.9223... Generator Loss: 3.8101 Epoch 19/25... Discriminator Loss: 0.3764... Generator Loss: 4.2366 Epoch 19/25... Discriminator Loss: 0.5555... Generator Loss: 2.9186 Epoch 19/25... Discriminator Loss: 1.4380... Generator Loss: 11.7603 Epoch 19/25... Discriminator Loss: 0.5285... Generator Loss: 2.6325 Epoch 20/25... Discriminator Loss: 1.9896... Generator Loss: 2.6499
Epoch 20/25... Discriminator Loss: 0.9963... Generator Loss: 3.7751 Epoch 20/25... Discriminator Loss: 0.8635... Generator Loss: 1.8082 Epoch 20/25... Discriminator Loss: 0.3634... Generator Loss: 4.9650 Epoch 20/25... Discriminator Loss: 0.8767... Generator Loss: 3.9070 Epoch 20/25... Discriminator Loss: 0.5162... Generator Loss: 2.6770 Epoch 20/25... Discriminator Loss: 0.3663... Generator Loss: 3.9219 Epoch 20/25... Discriminator Loss: 1.2816... Generator Loss: 1.4989 Epoch 20/25... Discriminator Loss: 0.8446... Generator Loss: 1.8706 Epoch 20/25... Discriminator Loss: 1.7969... Generator Loss: 2.4721 Epoch 20/25... Discriminator Loss: 0.4510... Generator Loss: 2.9717
Epoch 20/25... Discriminator Loss: 1.1583... Generator Loss: 0.7243 Epoch 20/25... Discriminator Loss: 0.3851... Generator Loss: 3.7268 Epoch 20/25... Discriminator Loss: 0.3659... Generator Loss: 3.3529 Epoch 20/25... Discriminator Loss: 1.1964... Generator Loss: 7.5837 Epoch 20/25... Discriminator Loss: 0.4479... Generator Loss: 2.8674 Epoch 20/25... Discriminator Loss: 0.3439... Generator Loss: 5.5622 Epoch 20/25... Discriminator Loss: 0.4136... Generator Loss: 6.2814 Epoch 20/25... Discriminator Loss: 0.4486... Generator Loss: 2.5818 Epoch 20/25... Discriminator Loss: 0.4216... Generator Loss: 4.6254 Epoch 20/25... Discriminator Loss: 1.3782... Generator Loss: 1.7890
Epoch 20/25... Discriminator Loss: 0.8655... Generator Loss: 1.8579 Epoch 20/25... Discriminator Loss: 0.8024... Generator Loss: 2.2942 Epoch 20/25... Discriminator Loss: 0.9488... Generator Loss: 2.1480 Epoch 20/25... Discriminator Loss: 0.7751... Generator Loss: 1.9142 Epoch 20/25... Discriminator Loss: 0.4225... Generator Loss: 3.4061 Epoch 20/25... Discriminator Loss: 0.6396... Generator Loss: 1.0345 Epoch 20/25... Discriminator Loss: 0.4259... Generator Loss: 2.8493 Epoch 20/25... Discriminator Loss: 0.5127... Generator Loss: 3.3519 Epoch 20/25... Discriminator Loss: 0.3831... Generator Loss: 3.3077 Epoch 20/25... Discriminator Loss: 0.3486... Generator Loss: 10.6048
Epoch 20/25... Discriminator Loss: 0.4956... Generator Loss: 3.3555 Epoch 20/25... Discriminator Loss: 0.7666... Generator Loss: 2.9775 Epoch 20/25... Discriminator Loss: 1.3076... Generator Loss: 4.1929 Epoch 20/25... Discriminator Loss: 1.4598... Generator Loss: 1.4956 Epoch 20/25... Discriminator Loss: 0.4258... Generator Loss: 3.9759 Epoch 20/25... Discriminator Loss: 0.4149... Generator Loss: 3.2459 Epoch 20/25... Discriminator Loss: 0.3753... Generator Loss: 3.4868 Epoch 20/25... Discriminator Loss: 0.3533... Generator Loss: 3.4501 Epoch 20/25... Discriminator Loss: 0.3387... Generator Loss: 9.1905 Epoch 20/25... Discriminator Loss: 0.5272... Generator Loss: 6.3663
Epoch 20/25... Discriminator Loss: 0.3506... Generator Loss: 6.6824 Epoch 20/25... Discriminator Loss: 0.4174... Generator Loss: 2.9610 Epoch 20/25... Discriminator Loss: 0.3515... Generator Loss: 4.4794 Epoch 20/25... Discriminator Loss: 0.4016... Generator Loss: 3.4622 Epoch 20/25... Discriminator Loss: 0.7919... Generator Loss: 2.3594 Epoch 20/25... Discriminator Loss: 1.0559... Generator Loss: 1.3139 Epoch 20/25... Discriminator Loss: 0.6186... Generator Loss: 2.6441 Epoch 20/25... Discriminator Loss: 0.8003... Generator Loss: 2.4436 Epoch 20/25... Discriminator Loss: 0.3563... Generator Loss: 5.2776 Epoch 20/25... Discriminator Loss: 0.7281... Generator Loss: 2.3899
Epoch 20/25... Discriminator Loss: 0.4470... Generator Loss: 4.1427 Epoch 20/25... Discriminator Loss: 0.3591... Generator Loss: 4.5926 Epoch 20/25... Discriminator Loss: 0.5993... Generator Loss: 2.1233 Epoch 20/25... Discriminator Loss: 0.4838... Generator Loss: 2.7187 Epoch 20/25... Discriminator Loss: 0.3517... Generator Loss: 7.9359 Epoch 20/25... Discriminator Loss: 1.4838... Generator Loss: 4.6463 Epoch 20/25... Discriminator Loss: 0.3726... Generator Loss: 2.7887 Epoch 20/25... Discriminator Loss: 1.1923... Generator Loss: 4.2799 Epoch 20/25... Discriminator Loss: 0.3587... Generator Loss: 4.0341 Epoch 20/25... Discriminator Loss: 0.3460... Generator Loss: 7.5643
Epoch 20/25... Discriminator Loss: 0.3507... Generator Loss: 9.6716 Epoch 20/25... Discriminator Loss: 0.5927... Generator Loss: 3.1855 Epoch 20/25... Discriminator Loss: 0.3863... Generator Loss: 2.3891 Epoch 20/25... Discriminator Loss: 0.8809... Generator Loss: 3.3804 Epoch 20/25... Discriminator Loss: 0.4798... Generator Loss: 2.7410 Epoch 20/25... Discriminator Loss: 0.3834... Generator Loss: 6.7703 Epoch 20/25... Discriminator Loss: 1.1364... Generator Loss: 0.9311 Epoch 20/25... Discriminator Loss: 0.5205... Generator Loss: 5.9932 Epoch 20/25... Discriminator Loss: 0.7550... Generator Loss: 1.2609 Epoch 20/25... Discriminator Loss: 1.4537... Generator Loss: 3.4120
Epoch 20/25... Discriminator Loss: 0.4796... Generator Loss: 4.3233 Epoch 20/25... Discriminator Loss: 0.9313... Generator Loss: 3.7037 Epoch 20/25... Discriminator Loss: 0.3773... Generator Loss: 3.1777 Epoch 20/25... Discriminator Loss: 1.0319... Generator Loss: 3.2466 Epoch 20/25... Discriminator Loss: 0.5272... Generator Loss: 2.5957 Epoch 20/25... Discriminator Loss: 0.5258... Generator Loss: 6.4107 Epoch 20/25... Discriminator Loss: 0.3485... Generator Loss: 9.8449 Epoch 20/25... Discriminator Loss: 0.6764... Generator Loss: 3.2920 Epoch 20/25... Discriminator Loss: 0.3727... Generator Loss: 3.6152 Epoch 20/25... Discriminator Loss: 0.7843... Generator Loss: 2.3724
Epoch 20/25... Discriminator Loss: 0.3418... Generator Loss: 6.5272 Epoch 20/25... Discriminator Loss: 0.8605... Generator Loss: 2.3496 Epoch 20/25... Discriminator Loss: 0.3719... Generator Loss: 5.5884 Epoch 20/25... Discriminator Loss: 0.3807... Generator Loss: 9.2884 Epoch 20/25... Discriminator Loss: 1.2564... Generator Loss: 3.7416 Epoch 20/25... Discriminator Loss: 1.2583... Generator Loss: 3.9766 Epoch 20/25... Discriminator Loss: 0.8773... Generator Loss: 2.0517 Epoch 20/25... Discriminator Loss: 0.5510... Generator Loss: 3.3596 Epoch 20/25... Discriminator Loss: 0.5508... Generator Loss: 2.2733 Epoch 20/25... Discriminator Loss: 0.7001... Generator Loss: 2.8602
Epoch 20/25... Discriminator Loss: 3.5463... Generator Loss: 2.2379 Epoch 20/25... Discriminator Loss: 1.1377... Generator Loss: 1.6559 Epoch 20/25... Discriminator Loss: 0.3613... Generator Loss: 4.6667 Epoch 20/25... Discriminator Loss: 0.7066... Generator Loss: 2.5264 Epoch 20/25... Discriminator Loss: 0.4683... Generator Loss: 3.0854 Epoch 20/25... Discriminator Loss: 0.6703... Generator Loss: 2.1098 Epoch 20/25... Discriminator Loss: 0.8430... Generator Loss: 1.7255 Epoch 20/25... Discriminator Loss: 0.3534... Generator Loss: 4.4443 Epoch 20/25... Discriminator Loss: 0.8154... Generator Loss: 3.5120 Epoch 20/25... Discriminator Loss: 1.0048... Generator Loss: 1.8830
Epoch 20/25... Discriminator Loss: 1.1811... Generator Loss: 1.1626 Epoch 20/25... Discriminator Loss: 1.1875... Generator Loss: 1.3397 Epoch 20/25... Discriminator Loss: 1.0245... Generator Loss: 1.5082 Epoch 20/25... Discriminator Loss: 0.3481... Generator Loss: 6.1060 Epoch 20/25... Discriminator Loss: 0.6112... Generator Loss: 2.7235 Epoch 20/25... Discriminator Loss: 0.3674... Generator Loss: 5.2916 Epoch 20/25... Discriminator Loss: 0.5464... Generator Loss: 2.2674 Epoch 20/25... Discriminator Loss: 0.3465... Generator Loss: 7.3760 Epoch 20/25... Discriminator Loss: 0.4150... Generator Loss: 3.8692 Epoch 20/25... Discriminator Loss: 0.5946... Generator Loss: 5.2369
Epoch 20/25... Discriminator Loss: 0.4257... Generator Loss: 6.5033 Epoch 20/25... Discriminator Loss: 0.3809... Generator Loss: 4.1370 Epoch 20/25... Discriminator Loss: 0.3983... Generator Loss: 6.9712 Epoch 20/25... Discriminator Loss: 0.3669... Generator Loss: 3.9411 Epoch 20/25... Discriminator Loss: 1.4381... Generator Loss: 2.7229 Epoch 20/25... Discriminator Loss: 0.7363... Generator Loss: 1.9932 Epoch 20/25... Discriminator Loss: 0.3773... Generator Loss: 3.5210 Epoch 20/25... Discriminator Loss: 0.4291... Generator Loss: 1.9765 Epoch 20/25... Discriminator Loss: 0.3581... Generator Loss: 7.7489 Epoch 20/25... Discriminator Loss: 0.3455... Generator Loss: 5.6463
Epoch 20/25... Discriminator Loss: 1.0025... Generator Loss: 4.5304 Epoch 20/25... Discriminator Loss: 0.3522... Generator Loss: 3.6964 Epoch 20/25... Discriminator Loss: 0.5847... Generator Loss: 2.7156 Epoch 20/25... Discriminator Loss: 0.4123... Generator Loss: 3.2725 Epoch 20/25... Discriminator Loss: 0.3534... Generator Loss: 4.3503 Epoch 20/25... Discriminator Loss: 0.3906... Generator Loss: 3.3604 Epoch 20/25... Discriminator Loss: 0.6507... Generator Loss: 2.3121 Epoch 20/25... Discriminator Loss: 0.7604... Generator Loss: 1.2160 Epoch 20/25... Discriminator Loss: 0.8540... Generator Loss: 2.4176 Epoch 20/25... Discriminator Loss: 0.4568... Generator Loss: 3.0211
Epoch 20/25... Discriminator Loss: 0.8751... Generator Loss: 2.5225 Epoch 20/25... Discriminator Loss: 0.4464... Generator Loss: 3.1912 Epoch 20/25... Discriminator Loss: 0.8503... Generator Loss: 2.2798 Epoch 20/25... Discriminator Loss: 0.5033... Generator Loss: 2.9460 Epoch 20/25... Discriminator Loss: 0.4301... Generator Loss: 2.7017 Epoch 20/25... Discriminator Loss: 0.3448... Generator Loss: 7.3225 Epoch 20/25... Discriminator Loss: 0.3602... Generator Loss: 5.4198 Epoch 20/25... Discriminator Loss: 0.6272... Generator Loss: 3.2840 Epoch 20/25... Discriminator Loss: 0.6383... Generator Loss: 3.7671 Epoch 20/25... Discriminator Loss: 1.0773... Generator Loss: 1.5968
Epoch 20/25... Discriminator Loss: 0.9198... Generator Loss: 2.1919 Epoch 20/25... Discriminator Loss: 1.2922... Generator Loss: 1.1559 Epoch 20/25... Discriminator Loss: 1.1592... Generator Loss: 1.3033 Epoch 20/25... Discriminator Loss: 1.0983... Generator Loss: 1.5220 Epoch 20/25... Discriminator Loss: 1.1197... Generator Loss: 1.5300 Epoch 20/25... Discriminator Loss: 0.3490... Generator Loss: 8.7254 Epoch 20/25... Discriminator Loss: 0.4691... Generator Loss: 2.4461 Epoch 20/25... Discriminator Loss: 0.3867... Generator Loss: 4.7878 Epoch 20/25... Discriminator Loss: 0.3697... Generator Loss: 3.9110 Epoch 20/25... Discriminator Loss: 0.8571... Generator Loss: 2.7695
Epoch 20/25... Discriminator Loss: 0.5865... Generator Loss: 1.8733 Epoch 20/25... Discriminator Loss: 0.3529... Generator Loss: 9.3960 Epoch 20/25... Discriminator Loss: 0.4733... Generator Loss: 3.7738 Epoch 20/25... Discriminator Loss: 0.4863... Generator Loss: 2.8090 Epoch 20/25... Discriminator Loss: 0.5030... Generator Loss: 2.8183 Epoch 20/25... Discriminator Loss: 0.5053... Generator Loss: 6.9084 Epoch 20/25... Discriminator Loss: 0.4623... Generator Loss: 2.5489 Epoch 20/25... Discriminator Loss: 0.9067... Generator Loss: 2.5226 Epoch 21/25... Discriminator Loss: 0.8559... Generator Loss: 2.4125
Epoch 21/25... Discriminator Loss: 1.0519... Generator Loss: 2.0516 Epoch 21/25... Discriminator Loss: 1.6419... Generator Loss: 1.8662 Epoch 21/25... Discriminator Loss: 0.9729... Generator Loss: 1.8409 Epoch 21/25... Discriminator Loss: 0.7006... Generator Loss: 2.6277 Epoch 21/25... Discriminator Loss: 3.7857... Generator Loss: 2.1972 Epoch 21/25... Discriminator Loss: 1.2658... Generator Loss: 1.9728 Epoch 21/25... Discriminator Loss: 1.1070... Generator Loss: 1.2216 Epoch 21/25... Discriminator Loss: 0.6190... Generator Loss: 2.5874 Epoch 21/25... Discriminator Loss: 0.4149... Generator Loss: 3.3284 Epoch 21/25... Discriminator Loss: 0.4094... Generator Loss: 4.0885
Epoch 21/25... Discriminator Loss: 0.7649... Generator Loss: 2.2329 Epoch 21/25... Discriminator Loss: 0.3481... Generator Loss: 5.4570 Epoch 21/25... Discriminator Loss: 0.3434... Generator Loss: 5.6344 Epoch 21/25... Discriminator Loss: 0.3452... Generator Loss: 7.7195 Epoch 21/25... Discriminator Loss: 0.3668... Generator Loss: 5.0157 Epoch 21/25... Discriminator Loss: 0.3729... Generator Loss: 3.5731 Epoch 21/25... Discriminator Loss: 0.9096... Generator Loss: 9.6398 Epoch 21/25... Discriminator Loss: 0.3715... Generator Loss: 3.8264 Epoch 21/25... Discriminator Loss: 0.5215... Generator Loss: 5.3526 Epoch 21/25... Discriminator Loss: 0.5412... Generator Loss: 2.0840
Epoch 21/25... Discriminator Loss: 0.8960... Generator Loss: 2.3887 Epoch 21/25... Discriminator Loss: 1.2436... Generator Loss: 1.9015 Epoch 21/25... Discriminator Loss: 0.7585... Generator Loss: 2.1546 Epoch 21/25... Discriminator Loss: 0.7825... Generator Loss: 4.4430 Epoch 21/25... Discriminator Loss: 0.3653... Generator Loss: 4.5501 Epoch 21/25... Discriminator Loss: 0.3416... Generator Loss: 6.4519 Epoch 21/25... Discriminator Loss: 0.3405... Generator Loss: 11.2438 Epoch 21/25... Discriminator Loss: 0.3798... Generator Loss: 4.2785 Epoch 21/25... Discriminator Loss: 0.7107... Generator Loss: 2.8496 Epoch 21/25... Discriminator Loss: 0.4920... Generator Loss: 2.1831
Epoch 21/25... Discriminator Loss: 0.3409... Generator Loss: 7.9852 Epoch 21/25... Discriminator Loss: 0.4294... Generator Loss: 5.5241 Epoch 21/25... Discriminator Loss: 1.2339... Generator Loss: 3.7208 Epoch 21/25... Discriminator Loss: 0.6316... Generator Loss: 3.2215 Epoch 21/25... Discriminator Loss: 3.2512... Generator Loss: 2.6449 Epoch 21/25... Discriminator Loss: 0.8880... Generator Loss: 1.5552 Epoch 21/25... Discriminator Loss: 1.1077... Generator Loss: 1.4641 Epoch 21/25... Discriminator Loss: 1.0380... Generator Loss: 1.4959 Epoch 21/25... Discriminator Loss: 0.8504... Generator Loss: 1.9570 Epoch 21/25... Discriminator Loss: 0.5580... Generator Loss: 3.9061
Epoch 21/25... Discriminator Loss: 0.6767... Generator Loss: 2.6292 Epoch 21/25... Discriminator Loss: 1.1135... Generator Loss: 1.3544 Epoch 21/25... Discriminator Loss: 1.0488... Generator Loss: 1.9430 Epoch 21/25... Discriminator Loss: 1.2616... Generator Loss: 4.2788 Epoch 21/25... Discriminator Loss: 0.4704... Generator Loss: 2.9595 Epoch 21/25... Discriminator Loss: 0.3554... Generator Loss: 4.3181 Epoch 21/25... Discriminator Loss: 0.9054... Generator Loss: 1.7893 Epoch 21/25... Discriminator Loss: 0.8914... Generator Loss: 1.8713 Epoch 21/25... Discriminator Loss: 1.0873... Generator Loss: 1.5913 Epoch 21/25... Discriminator Loss: 0.7750... Generator Loss: 2.7962
Epoch 21/25... Discriminator Loss: 0.7712... Generator Loss: 3.9207 Epoch 21/25... Discriminator Loss: 0.8998... Generator Loss: 2.8309 Epoch 21/25... Discriminator Loss: 0.4166... Generator Loss: 3.3972 Epoch 21/25... Discriminator Loss: 1.1474... Generator Loss: 1.9165 Epoch 21/25... Discriminator Loss: 0.6157... Generator Loss: 2.4829 Epoch 21/25... Discriminator Loss: 1.8851... Generator Loss: 1.4781 Epoch 21/25... Discriminator Loss: 0.5278... Generator Loss: 2.9800 Epoch 21/25... Discriminator Loss: 0.4517... Generator Loss: 2.6386 Epoch 21/25... Discriminator Loss: 0.7840... Generator Loss: 2.1584 Epoch 21/25... Discriminator Loss: 0.3663... Generator Loss: 8.0387
Epoch 21/25... Discriminator Loss: 0.5565... Generator Loss: 3.6597 Epoch 21/25... Discriminator Loss: 1.9223... Generator Loss: 2.8768 Epoch 21/25... Discriminator Loss: 0.7659... Generator Loss: 2.3732 Epoch 21/25... Discriminator Loss: 0.9033... Generator Loss: 3.0429 Epoch 21/25... Discriminator Loss: 0.3631... Generator Loss: 3.7943 Epoch 21/25... Discriminator Loss: 0.4272... Generator Loss: 4.3781 Epoch 21/25... Discriminator Loss: 0.3422... Generator Loss: 10.5774 Epoch 21/25... Discriminator Loss: 0.3622... Generator Loss: 9.2863 Epoch 21/25... Discriminator Loss: 0.4474... Generator Loss: 2.7290 Epoch 21/25... Discriminator Loss: 0.3442... Generator Loss: 6.5762
Epoch 21/25... Discriminator Loss: 0.7649... Generator Loss: 2.6968 Epoch 21/25... Discriminator Loss: 0.3692... Generator Loss: 3.7295 Epoch 21/25... Discriminator Loss: 0.4715... Generator Loss: 3.2526 Epoch 21/25... Discriminator Loss: 0.8262... Generator Loss: 1.8232 Epoch 21/25... Discriminator Loss: 0.3489... Generator Loss: 4.3576 Epoch 21/25... Discriminator Loss: 0.8789... Generator Loss: 2.5437 Epoch 21/25... Discriminator Loss: 1.2573... Generator Loss: 5.4799 Epoch 21/25... Discriminator Loss: 0.9608... Generator Loss: 1.9379 Epoch 21/25... Discriminator Loss: 0.9635... Generator Loss: 1.5715 Epoch 21/25... Discriminator Loss: 0.7838... Generator Loss: 2.2953
Epoch 21/25... Discriminator Loss: 0.6158... Generator Loss: 2.5766 Epoch 21/25... Discriminator Loss: 0.9801... Generator Loss: 1.5816 Epoch 21/25... Discriminator Loss: 0.4755... Generator Loss: 3.4059 Epoch 21/25... Discriminator Loss: 0.4690... Generator Loss: 3.1907 Epoch 21/25... Discriminator Loss: 0.5952... Generator Loss: 3.2092 Epoch 21/25... Discriminator Loss: 0.8645... Generator Loss: 3.0818 Epoch 21/25... Discriminator Loss: 0.6115... Generator Loss: 2.4020 Epoch 21/25... Discriminator Loss: 0.3788... Generator Loss: 3.8654 Epoch 21/25... Discriminator Loss: 1.0545... Generator Loss: 4.5691 Epoch 21/25... Discriminator Loss: 0.4054... Generator Loss: 3.8888
Epoch 21/25... Discriminator Loss: 2.0048... Generator Loss: 0.4960 Epoch 21/25... Discriminator Loss: 0.4886... Generator Loss: 2.4480 Epoch 21/25... Discriminator Loss: 1.2754... Generator Loss: 1.3767 Epoch 21/25... Discriminator Loss: 1.0328... Generator Loss: 1.4445 Epoch 21/25... Discriminator Loss: 1.1799... Generator Loss: 1.3536 Epoch 21/25... Discriminator Loss: 1.8591... Generator Loss: 2.6708 Epoch 21/25... Discriminator Loss: 1.1827... Generator Loss: 1.2835 Epoch 21/25... Discriminator Loss: 0.6968... Generator Loss: 1.6476 Epoch 21/25... Discriminator Loss: 1.1830... Generator Loss: 2.8395 Epoch 21/25... Discriminator Loss: 0.3968... Generator Loss: 4.4927
Epoch 21/25... Discriminator Loss: 0.6687... Generator Loss: 2.4878 Epoch 21/25... Discriminator Loss: 0.6507... Generator Loss: 2.4835 Epoch 21/25... Discriminator Loss: 0.6627... Generator Loss: 2.1264 Epoch 21/25... Discriminator Loss: 0.9026... Generator Loss: 1.9900 Epoch 21/25... Discriminator Loss: 1.6693... Generator Loss: 2.0300 Epoch 21/25... Discriminator Loss: 0.9298... Generator Loss: 4.3757 Epoch 21/25... Discriminator Loss: 0.6775... Generator Loss: 2.9026 Epoch 21/25... Discriminator Loss: 1.8891... Generator Loss: 6.0625 Epoch 21/25... Discriminator Loss: 0.9772... Generator Loss: 3.3152 Epoch 21/25... Discriminator Loss: 0.3711... Generator Loss: 6.5899
Epoch 21/25... Discriminator Loss: 0.4945... Generator Loss: 2.7493 Epoch 21/25... Discriminator Loss: 1.3564... Generator Loss: 5.4532 Epoch 21/25... Discriminator Loss: 0.5994... Generator Loss: 4.7453 Epoch 21/25... Discriminator Loss: 0.3441... Generator Loss: 7.3981 Epoch 21/25... Discriminator Loss: 0.3491... Generator Loss: 4.8221 Epoch 21/25... Discriminator Loss: 0.6926... Generator Loss: 2.2887 Epoch 21/25... Discriminator Loss: 1.1013... Generator Loss: 1.1137 Epoch 21/25... Discriminator Loss: 0.9809... Generator Loss: 1.6527 Epoch 21/25... Discriminator Loss: 0.7851... Generator Loss: 1.8857 Epoch 21/25... Discriminator Loss: 0.4766... Generator Loss: 2.6521
Epoch 21/25... Discriminator Loss: 0.7790... Generator Loss: 4.4087 Epoch 21/25... Discriminator Loss: 0.4828... Generator Loss: 2.4992 Epoch 21/25... Discriminator Loss: 0.4742... Generator Loss: 2.5604 Epoch 21/25... Discriminator Loss: 0.3362... Generator Loss: 9.8561 Epoch 21/25... Discriminator Loss: 0.4629... Generator Loss: 2.5463 Epoch 21/25... Discriminator Loss: 0.3658... Generator Loss: 4.3326 Epoch 21/25... Discriminator Loss: 0.4251... Generator Loss: 2.8184 Epoch 21/25... Discriminator Loss: 0.8651... Generator Loss: 1.3679 Epoch 21/25... Discriminator Loss: 0.4853... Generator Loss: 3.7826 Epoch 21/25... Discriminator Loss: 0.9472... Generator Loss: 4.8461
Epoch 21/25... Discriminator Loss: 0.9163... Generator Loss: 1.4542 Epoch 21/25... Discriminator Loss: 0.3401... Generator Loss: 8.5134 Epoch 21/25... Discriminator Loss: 0.5203... Generator Loss: 2.3810 Epoch 21/25... Discriminator Loss: 0.4040... Generator Loss: 4.0897 Epoch 21/25... Discriminator Loss: 0.3644... Generator Loss: 9.1335 Epoch 21/25... Discriminator Loss: 0.4801... Generator Loss: 2.5486 Epoch 21/25... Discriminator Loss: 0.3515... Generator Loss: 4.2454 Epoch 21/25... Discriminator Loss: 0.3506... Generator Loss: 5.1243 Epoch 21/25... Discriminator Loss: 0.3432... Generator Loss: 9.9815 Epoch 21/25... Discriminator Loss: 0.4543... Generator Loss: 3.4786
Epoch 21/25... Discriminator Loss: 0.3641... Generator Loss: 8.0802 Epoch 21/25... Discriminator Loss: 0.4208... Generator Loss: 3.0709 Epoch 21/25... Discriminator Loss: 0.3826... Generator Loss: 3.4459 Epoch 21/25... Discriminator Loss: 0.4431... Generator Loss: 3.7314 Epoch 21/25... Discriminator Loss: 0.9217... Generator Loss: 4.8049 Epoch 21/25... Discriminator Loss: 1.8529... Generator Loss: 9.5698 Epoch 21/25... Discriminator Loss: 0.5973... Generator Loss: 3.5393 Epoch 21/25... Discriminator Loss: 0.8378... Generator Loss: 1.6468 Epoch 21/25... Discriminator Loss: 0.9067... Generator Loss: 2.1461 Epoch 21/25... Discriminator Loss: 0.3701... Generator Loss: 5.1182
Epoch 21/25... Discriminator Loss: 1.0377... Generator Loss: 1.8553 Epoch 21/25... Discriminator Loss: 1.1586... Generator Loss: 1.7503 Epoch 21/25... Discriminator Loss: 0.9721... Generator Loss: 1.8649 Epoch 21/25... Discriminator Loss: 1.2116... Generator Loss: 3.5108 Epoch 21/25... Discriminator Loss: 2.6287... Generator Loss: 3.4847 Epoch 21/25... Discriminator Loss: 0.8299... Generator Loss: 1.8811 Epoch 21/25... Discriminator Loss: 0.9241... Generator Loss: 1.8409 Epoch 21/25... Discriminator Loss: 0.6523... Generator Loss: 1.7048 Epoch 22/25... Discriminator Loss: 1.0892... Generator Loss: 2.4017
Epoch 22/25... Discriminator Loss: 1.9114... Generator Loss: 4.4177 Epoch 22/25... Discriminator Loss: 0.9306... Generator Loss: 3.6527 Epoch 22/25... Discriminator Loss: 0.4207... Generator Loss: 2.7909 Epoch 22/25... Discriminator Loss: 0.7933... Generator Loss: 1.8958 Epoch 22/25... Discriminator Loss: 1.8858... Generator Loss: 2.9599 Epoch 22/25... Discriminator Loss: 0.4395... Generator Loss: 3.9191 Epoch 22/25... Discriminator Loss: 1.3488... Generator Loss: 1.6262 Epoch 22/25... Discriminator Loss: 0.4784... Generator Loss: 2.3790 Epoch 22/25... Discriminator Loss: 1.0115... Generator Loss: 2.5798 Epoch 22/25... Discriminator Loss: 0.3439... Generator Loss: 5.3382
Epoch 22/25... Discriminator Loss: 1.2247... Generator Loss: 3.0626 Epoch 22/25... Discriminator Loss: 0.4112... Generator Loss: 3.3860 Epoch 22/25... Discriminator Loss: 0.8728... Generator Loss: 1.9922 Epoch 22/25... Discriminator Loss: 0.6524... Generator Loss: 1.5501 Epoch 22/25... Discriminator Loss: 2.0294... Generator Loss: 7.4457 Epoch 22/25... Discriminator Loss: 0.3630... Generator Loss: 3.9669 Epoch 22/25... Discriminator Loss: 0.4235... Generator Loss: 3.1049 Epoch 22/25... Discriminator Loss: 0.9554... Generator Loss: 4.5919 Epoch 22/25... Discriminator Loss: 0.6695... Generator Loss: 5.0664 Epoch 22/25... Discriminator Loss: 0.4025... Generator Loss: 5.5050
Epoch 22/25... Discriminator Loss: 0.3463... Generator Loss: 5.3541 Epoch 22/25... Discriminator Loss: 0.6074... Generator Loss: 2.9517 Epoch 22/25... Discriminator Loss: 0.5969... Generator Loss: 2.0115 Epoch 22/25... Discriminator Loss: 1.0800... Generator Loss: 1.3686 Epoch 22/25... Discriminator Loss: 1.2478... Generator Loss: 1.3614 Epoch 22/25... Discriminator Loss: 0.7210... Generator Loss: 2.2268 Epoch 22/25... Discriminator Loss: 0.9923... Generator Loss: 1.3534 Epoch 22/25... Discriminator Loss: 0.5863... Generator Loss: 5.1981 Epoch 22/25... Discriminator Loss: 0.5673... Generator Loss: 3.7318 Epoch 22/25... Discriminator Loss: 0.4218... Generator Loss: 4.2156
Epoch 22/25... Discriminator Loss: 0.7581... Generator Loss: 3.4372 Epoch 22/25... Discriminator Loss: 0.3971... Generator Loss: 5.3840 Epoch 22/25... Discriminator Loss: 0.3527... Generator Loss: 7.3792 Epoch 22/25... Discriminator Loss: 0.9115... Generator Loss: 2.8459 Epoch 22/25... Discriminator Loss: 0.4066... Generator Loss: 3.0581 Epoch 22/25... Discriminator Loss: 0.3850... Generator Loss: 3.9735 Epoch 22/25... Discriminator Loss: 0.4338... Generator Loss: 2.8313 Epoch 22/25... Discriminator Loss: 0.7681... Generator Loss: 1.4078 Epoch 22/25... Discriminator Loss: 0.9504... Generator Loss: 1.4928 Epoch 22/25... Discriminator Loss: 1.2033... Generator Loss: 1.5123
Epoch 22/25... Discriminator Loss: 1.3435... Generator Loss: 1.5324 Epoch 22/25... Discriminator Loss: 1.0212... Generator Loss: 1.6943 Epoch 22/25... Discriminator Loss: 0.3672... Generator Loss: 5.8070 Epoch 22/25... Discriminator Loss: 0.4114... Generator Loss: 2.8664 Epoch 22/25... Discriminator Loss: 1.2041... Generator Loss: 0.9699 Epoch 22/25... Discriminator Loss: 0.9340... Generator Loss: 1.8243 Epoch 22/25... Discriminator Loss: 0.4118... Generator Loss: 3.4030 Epoch 22/25... Discriminator Loss: 0.3637... Generator Loss: 4.2747 Epoch 22/25... Discriminator Loss: 0.9460... Generator Loss: 1.0785 Epoch 22/25... Discriminator Loss: 0.3527... Generator Loss: 4.7979
Epoch 22/25... Discriminator Loss: 0.4983... Generator Loss: 2.5170 Epoch 22/25... Discriminator Loss: 0.5314... Generator Loss: 5.6485 Epoch 22/25... Discriminator Loss: 0.5846... Generator Loss: 4.1050 Epoch 22/25... Discriminator Loss: 0.3973... Generator Loss: 3.5414 Epoch 22/25... Discriminator Loss: 0.4432... Generator Loss: 3.1443 Epoch 22/25... Discriminator Loss: 0.8111... Generator Loss: 3.5563 Epoch 22/25... Discriminator Loss: 1.8645... Generator Loss: 2.9529 Epoch 22/25... Discriminator Loss: 0.3675... Generator Loss: 4.1753 Epoch 22/25... Discriminator Loss: 0.3537... Generator Loss: 5.0652 Epoch 22/25... Discriminator Loss: 0.3707... Generator Loss: 6.9905
Epoch 22/25... Discriminator Loss: 1.5513... Generator Loss: 0.6372 Epoch 22/25... Discriminator Loss: 0.3533... Generator Loss: 4.9808 Epoch 22/25... Discriminator Loss: 0.3508... Generator Loss: 4.1466 Epoch 22/25... Discriminator Loss: 0.4047... Generator Loss: 3.1467 Epoch 22/25... Discriminator Loss: 0.3613... Generator Loss: 4.8866 Epoch 22/25... Discriminator Loss: 2.4931... Generator Loss: 5.1260 Epoch 22/25... Discriminator Loss: 0.6188... Generator Loss: 2.1880 Epoch 22/25... Discriminator Loss: 0.7156... Generator Loss: 2.0549 Epoch 22/25... Discriminator Loss: 0.3700... Generator Loss: 3.4234 Epoch 22/25... Discriminator Loss: 0.4406... Generator Loss: 5.9139
Epoch 22/25... Discriminator Loss: 0.4804... Generator Loss: 2.6158 Epoch 22/25... Discriminator Loss: 0.3420... Generator Loss: 9.2118 Epoch 22/25... Discriminator Loss: 0.3466... Generator Loss: 4.5761 Epoch 22/25... Discriminator Loss: 1.1030... Generator Loss: 5.0876 Epoch 22/25... Discriminator Loss: 0.8861... Generator Loss: 1.7900 Epoch 22/25... Discriminator Loss: 0.9060... Generator Loss: 1.5399 Epoch 22/25... Discriminator Loss: 0.8384... Generator Loss: 1.6156 Epoch 22/25... Discriminator Loss: 1.0340... Generator Loss: 2.1484 Epoch 22/25... Discriminator Loss: 0.4992... Generator Loss: 3.0385 Epoch 22/25... Discriminator Loss: 0.6438... Generator Loss: 3.4589
Epoch 22/25... Discriminator Loss: 0.4048... Generator Loss: 4.3561 Epoch 22/25... Discriminator Loss: 0.4596... Generator Loss: 3.5836 Epoch 22/25... Discriminator Loss: 0.4896... Generator Loss: 2.9701 Epoch 22/25... Discriminator Loss: 0.5933... Generator Loss: 2.2697 Epoch 22/25... Discriminator Loss: 0.4616... Generator Loss: 3.9787 Epoch 22/25... Discriminator Loss: 0.4222... Generator Loss: 3.2072 Epoch 22/25... Discriminator Loss: 0.4371... Generator Loss: 9.4683 Epoch 22/25... Discriminator Loss: 0.3493... Generator Loss: 5.0960 Epoch 22/25... Discriminator Loss: 0.3948... Generator Loss: 2.8443 Epoch 22/25... Discriminator Loss: 0.6169... Generator Loss: 3.1345
Epoch 22/25... Discriminator Loss: 0.5401... Generator Loss: 1.9350 Epoch 22/25... Discriminator Loss: 0.4673... Generator Loss: 2.6749 Epoch 22/25... Discriminator Loss: 0.4931... Generator Loss: 6.5722 Epoch 22/25... Discriminator Loss: 0.5098... Generator Loss: 3.1355 Epoch 22/25... Discriminator Loss: 0.9826... Generator Loss: 2.2134 Epoch 22/25... Discriminator Loss: 0.5999... Generator Loss: 2.2027 Epoch 22/25... Discriminator Loss: 0.3650... Generator Loss: 11.0554 Epoch 22/25... Discriminator Loss: 0.3822... Generator Loss: 3.2789 Epoch 22/25... Discriminator Loss: 0.7914... Generator Loss: 4.5329 Epoch 22/25... Discriminator Loss: 1.1393... Generator Loss: 1.4837
Epoch 22/25... Discriminator Loss: 1.2483... Generator Loss: 1.4826 Epoch 22/25... Discriminator Loss: 1.0298... Generator Loss: 1.7555 Epoch 22/25... Discriminator Loss: 0.9181... Generator Loss: 2.1807 Epoch 22/25... Discriminator Loss: 1.1474... Generator Loss: 1.4260 Epoch 22/25... Discriminator Loss: 0.9833... Generator Loss: 1.3083 Epoch 22/25... Discriminator Loss: 0.8993... Generator Loss: 1.5769 Epoch 22/25... Discriminator Loss: 0.9905... Generator Loss: 1.4459 Epoch 22/25... Discriminator Loss: 0.3865... Generator Loss: 3.5926 Epoch 22/25... Discriminator Loss: 0.4097... Generator Loss: 5.8850 Epoch 22/25... Discriminator Loss: 1.4110... Generator Loss: 2.2376
Epoch 22/25... Discriminator Loss: 1.0048... Generator Loss: 1.5192 Epoch 22/25... Discriminator Loss: 0.4134... Generator Loss: 3.5907 Epoch 22/25... Discriminator Loss: 0.4453... Generator Loss: 2.3406 Epoch 22/25... Discriminator Loss: 1.0676... Generator Loss: 1.3296 Epoch 22/25... Discriminator Loss: 0.3966... Generator Loss: 5.4085 Epoch 22/25... Discriminator Loss: 0.4119... Generator Loss: 3.2469 Epoch 22/25... Discriminator Loss: 0.3570... Generator Loss: 3.7678 Epoch 22/25... Discriminator Loss: 0.5051... Generator Loss: 3.0621 Epoch 22/25... Discriminator Loss: 0.4082... Generator Loss: 3.3700 Epoch 22/25... Discriminator Loss: 0.4003... Generator Loss: 3.0010
Epoch 22/25... Discriminator Loss: 0.6518... Generator Loss: 3.1521 Epoch 22/25... Discriminator Loss: 0.3407... Generator Loss: 8.2030 Epoch 22/25... Discriminator Loss: 0.5129... Generator Loss: 3.0283 Epoch 22/25... Discriminator Loss: 0.8395... Generator Loss: 8.4302 Epoch 22/25... Discriminator Loss: 0.5243... Generator Loss: 3.0729 Epoch 22/25... Discriminator Loss: 0.7137... Generator Loss: 2.8376 Epoch 22/25... Discriminator Loss: 0.5435... Generator Loss: 3.1558 Epoch 22/25... Discriminator Loss: 0.9718... Generator Loss: 5.2863 Epoch 22/25... Discriminator Loss: 0.6004... Generator Loss: 1.3645 Epoch 22/25... Discriminator Loss: 1.1116... Generator Loss: 1.8257
Epoch 22/25... Discriminator Loss: 0.8878... Generator Loss: 1.8319 Epoch 22/25... Discriminator Loss: 0.7890... Generator Loss: 1.8792 Epoch 22/25... Discriminator Loss: 0.9593... Generator Loss: 1.4357 Epoch 22/25... Discriminator Loss: 0.9303... Generator Loss: 1.3296 Epoch 22/25... Discriminator Loss: 0.8794... Generator Loss: 1.7186 Epoch 22/25... Discriminator Loss: 0.9224... Generator Loss: 1.4227 Epoch 22/25... Discriminator Loss: 1.1209... Generator Loss: 1.5291 Epoch 22/25... Discriminator Loss: 0.8181... Generator Loss: 1.8932 Epoch 22/25... Discriminator Loss: 0.5695... Generator Loss: 3.0244 Epoch 22/25... Discriminator Loss: 0.8150... Generator Loss: 2.2754
Epoch 22/25... Discriminator Loss: 0.6574... Generator Loss: 2.1700 Epoch 22/25... Discriminator Loss: 0.3541... Generator Loss: 5.2581 Epoch 22/25... Discriminator Loss: 1.7313... Generator Loss: 4.9717 Epoch 22/25... Discriminator Loss: 1.0808... Generator Loss: 1.3584 Epoch 22/25... Discriminator Loss: 1.0200... Generator Loss: 1.7004 Epoch 22/25... Discriminator Loss: 1.0833... Generator Loss: 1.3099 Epoch 22/25... Discriminator Loss: 0.8244... Generator Loss: 2.5097 Epoch 22/25... Discriminator Loss: 0.4970... Generator Loss: 2.3189 Epoch 22/25... Discriminator Loss: 0.9912... Generator Loss: 8.7120 Epoch 22/25... Discriminator Loss: 0.4716... Generator Loss: 5.0862
Epoch 22/25... Discriminator Loss: 0.3685... Generator Loss: 3.9757 Epoch 22/25... Discriminator Loss: 0.5275... Generator Loss: 5.9873 Epoch 22/25... Discriminator Loss: 0.3380... Generator Loss: 6.2558 Epoch 22/25... Discriminator Loss: 0.3441... Generator Loss: 5.3462 Epoch 22/25... Discriminator Loss: 0.4887... Generator Loss: 3.0053 Epoch 22/25... Discriminator Loss: 0.4859... Generator Loss: 2.7071 Epoch 22/25... Discriminator Loss: 0.4316... Generator Loss: 4.1333 Epoch 22/25... Discriminator Loss: 0.3378... Generator Loss: 10.3515 Epoch 23/25... Discriminator Loss: 0.3426... Generator Loss: 7.5704
Epoch 23/25... Discriminator Loss: 0.3427... Generator Loss: 7.3128 Epoch 23/25... Discriminator Loss: 0.5495... Generator Loss: 2.1278 Epoch 23/25... Discriminator Loss: 0.8268... Generator Loss: 1.6541 Epoch 23/25... Discriminator Loss: 0.7384... Generator Loss: 2.4348 Epoch 23/25... Discriminator Loss: 0.4409... Generator Loss: 2.5299 Epoch 23/25... Discriminator Loss: 0.9812... Generator Loss: 1.4735 Epoch 23/25... Discriminator Loss: 0.9002... Generator Loss: 1.3368 Epoch 23/25... Discriminator Loss: 0.7689... Generator Loss: 2.5626 Epoch 23/25... Discriminator Loss: 0.3806... Generator Loss: 2.6736 Epoch 23/25... Discriminator Loss: 0.9448... Generator Loss: 2.2133
Epoch 23/25... Discriminator Loss: 0.9119... Generator Loss: 1.6976 Epoch 23/25... Discriminator Loss: 0.9486... Generator Loss: 1.6260 Epoch 23/25... Discriminator Loss: 0.4349... Generator Loss: 3.6618 Epoch 23/25... Discriminator Loss: 0.7741... Generator Loss: 4.8139 Epoch 23/25... Discriminator Loss: 1.3183... Generator Loss: 2.1740 Epoch 23/25... Discriminator Loss: 1.0306... Generator Loss: 1.5224 Epoch 23/25... Discriminator Loss: 0.9575... Generator Loss: 1.9836 Epoch 23/25... Discriminator Loss: 0.7330... Generator Loss: 2.4159 Epoch 23/25... Discriminator Loss: 1.0883... Generator Loss: 2.5598 Epoch 23/25... Discriminator Loss: 1.0376... Generator Loss: 2.0630
Epoch 23/25... Discriminator Loss: 0.4539... Generator Loss: 3.0111 Epoch 23/25... Discriminator Loss: 0.4535... Generator Loss: 2.8237 Epoch 23/25... Discriminator Loss: 0.9715... Generator Loss: 1.5514 Epoch 23/25... Discriminator Loss: 0.9398... Generator Loss: 2.2402 Epoch 23/25... Discriminator Loss: 0.8129... Generator Loss: 2.0239 Epoch 23/25... Discriminator Loss: 1.4264... Generator Loss: 1.9872 Epoch 23/25... Discriminator Loss: 0.9463... Generator Loss: 1.1521 Epoch 23/25... Discriminator Loss: 0.9340... Generator Loss: 1.5148 Epoch 23/25... Discriminator Loss: 0.9184... Generator Loss: 1.6535 Epoch 23/25... Discriminator Loss: 0.8944... Generator Loss: 1.7921
Epoch 23/25... Discriminator Loss: 1.3651... Generator Loss: 1.9203 Epoch 23/25... Discriminator Loss: 1.0112... Generator Loss: 1.5782 Epoch 23/25... Discriminator Loss: 0.6680... Generator Loss: 2.0393 Epoch 23/25... Discriminator Loss: 0.4125... Generator Loss: 3.0272 Epoch 23/25... Discriminator Loss: 0.8313... Generator Loss: 2.0285 Epoch 23/25... Discriminator Loss: 0.4925... Generator Loss: 3.2256 Epoch 23/25... Discriminator Loss: 0.3989... Generator Loss: 3.3947 Epoch 23/25... Discriminator Loss: 0.5118... Generator Loss: 3.2653 Epoch 23/25... Discriminator Loss: 0.3413... Generator Loss: 5.6297 Epoch 23/25... Discriminator Loss: 1.4220... Generator Loss: 1.6618
Epoch 23/25... Discriminator Loss: 0.9210... Generator Loss: 1.6024 Epoch 23/25... Discriminator Loss: 1.0710... Generator Loss: 2.9140 Epoch 23/25... Discriminator Loss: 0.3862... Generator Loss: 5.9189 Epoch 23/25... Discriminator Loss: 0.4385... Generator Loss: 6.2444 Epoch 23/25... Discriminator Loss: 0.7218... Generator Loss: 2.9485 Epoch 23/25... Discriminator Loss: 0.3440... Generator Loss: 7.7158 Epoch 23/25... Discriminator Loss: 0.3511... Generator Loss: 6.8576 Epoch 23/25... Discriminator Loss: 0.4219... Generator Loss: 2.9104 Epoch 23/25... Discriminator Loss: 2.1902... Generator Loss: 3.6732 Epoch 23/25... Discriminator Loss: 0.3636... Generator Loss: 6.2895
Epoch 23/25... Discriminator Loss: 0.3459... Generator Loss: 4.7208 Epoch 23/25... Discriminator Loss: 0.4182... Generator Loss: 5.9001 Epoch 23/25... Discriminator Loss: 2.8195... Generator Loss: 2.6139 Epoch 23/25... Discriminator Loss: 0.7313... Generator Loss: 1.7303 Epoch 23/25... Discriminator Loss: 0.8060... Generator Loss: 3.1233 Epoch 23/25... Discriminator Loss: 0.3601... Generator Loss: 2.6612 Epoch 23/25... Discriminator Loss: 1.3571... Generator Loss: 2.4430 Epoch 23/25... Discriminator Loss: 1.0995... Generator Loss: 1.5130 Epoch 23/25... Discriminator Loss: 0.9590... Generator Loss: 1.5507 Epoch 23/25... Discriminator Loss: 0.8467... Generator Loss: 1.9311
Epoch 23/25... Discriminator Loss: 1.0832... Generator Loss: 1.5023 Epoch 23/25... Discriminator Loss: 1.0211... Generator Loss: 1.4004 Epoch 23/25... Discriminator Loss: 0.9658... Generator Loss: 1.2030 Epoch 23/25... Discriminator Loss: 0.7097... Generator Loss: 2.0286 Epoch 23/25... Discriminator Loss: 0.4884... Generator Loss: 2.6915 Epoch 23/25... Discriminator Loss: 0.5034... Generator Loss: 5.1394 Epoch 23/25... Discriminator Loss: 0.3947... Generator Loss: 2.9230 Epoch 23/25... Discriminator Loss: 0.9727... Generator Loss: 3.9953 Epoch 23/25... Discriminator Loss: 0.3729... Generator Loss: 3.9179 Epoch 23/25... Discriminator Loss: 0.5980... Generator Loss: 3.4717
Epoch 23/25... Discriminator Loss: 0.3513... Generator Loss: 8.4021 Epoch 23/25... Discriminator Loss: 0.3423... Generator Loss: 5.7251 Epoch 23/25... Discriminator Loss: 0.3532... Generator Loss: 7.1145 Epoch 23/25... Discriminator Loss: 0.3885... Generator Loss: 3.4102 Epoch 23/25... Discriminator Loss: 0.5193... Generator Loss: 13.2241 Epoch 23/25... Discriminator Loss: 0.4956... Generator Loss: 2.7006 Epoch 23/25... Discriminator Loss: 0.3420... Generator Loss: 5.2490 Epoch 23/25... Discriminator Loss: 0.3407... Generator Loss: 6.8739 Epoch 23/25... Discriminator Loss: 0.3888... Generator Loss: 12.2259 Epoch 23/25... Discriminator Loss: 0.3568... Generator Loss: 3.5641
Epoch 23/25... Discriminator Loss: 1.5728... Generator Loss: 3.5727 Epoch 23/25... Discriminator Loss: 0.8472... Generator Loss: 1.6349 Epoch 23/25... Discriminator Loss: 0.7948... Generator Loss: 2.2063 Epoch 23/25... Discriminator Loss: 1.0734... Generator Loss: 1.4423 Epoch 23/25... Discriminator Loss: 0.8011... Generator Loss: 2.9625 Epoch 23/25... Discriminator Loss: 0.6352... Generator Loss: 2.7220 Epoch 23/25... Discriminator Loss: 0.3520... Generator Loss: 4.8651 Epoch 23/25... Discriminator Loss: 0.7548... Generator Loss: 2.2338 Epoch 23/25... Discriminator Loss: 0.4381... Generator Loss: 3.3030 Epoch 23/25... Discriminator Loss: 0.9305... Generator Loss: 1.8217
Epoch 23/25... Discriminator Loss: 0.9924... Generator Loss: 1.2373 Epoch 23/25... Discriminator Loss: 0.5662... Generator Loss: 2.7391 Epoch 23/25... Discriminator Loss: 0.4156... Generator Loss: 3.0686 Epoch 23/25... Discriminator Loss: 0.4560... Generator Loss: 5.2474 Epoch 23/25... Discriminator Loss: 0.4510... Generator Loss: 2.5844 Epoch 23/25... Discriminator Loss: 0.3895... Generator Loss: 3.2976 Epoch 23/25... Discriminator Loss: 0.4239... Generator Loss: 4.2715 Epoch 23/25... Discriminator Loss: 2.6804... Generator Loss: 3.6300 Epoch 23/25... Discriminator Loss: 1.0421... Generator Loss: 2.0401 Epoch 23/25... Discriminator Loss: 0.9990... Generator Loss: 1.6332
Epoch 23/25... Discriminator Loss: 0.9469... Generator Loss: 1.3683 Epoch 23/25... Discriminator Loss: 1.0732... Generator Loss: 1.1423 Epoch 23/25... Discriminator Loss: 1.0491... Generator Loss: 1.6339 Epoch 23/25... Discriminator Loss: 0.6497... Generator Loss: 4.2488 Epoch 23/25... Discriminator Loss: 0.8267... Generator Loss: 2.4508 Epoch 23/25... Discriminator Loss: 0.4691... Generator Loss: 3.3106 Epoch 23/25... Discriminator Loss: 0.4320... Generator Loss: 3.4640 Epoch 23/25... Discriminator Loss: 2.2226... Generator Loss: 2.7869 Epoch 23/25... Discriminator Loss: 0.4194... Generator Loss: 3.0050 Epoch 23/25... Discriminator Loss: 0.9248... Generator Loss: 3.0035
Epoch 23/25... Discriminator Loss: 0.4578... Generator Loss: 2.9271 Epoch 23/25... Discriminator Loss: 0.4478... Generator Loss: 2.8353 Epoch 23/25... Discriminator Loss: 0.3640... Generator Loss: 9.1191 Epoch 23/25... Discriminator Loss: 0.4023... Generator Loss: 3.4798 Epoch 23/25... Discriminator Loss: 0.8335... Generator Loss: 3.8883 Epoch 23/25... Discriminator Loss: 0.3903... Generator Loss: 3.4452 Epoch 23/25... Discriminator Loss: 0.6681... Generator Loss: 2.9781 Epoch 23/25... Discriminator Loss: 0.4136... Generator Loss: 5.6631 Epoch 23/25... Discriminator Loss: 0.5729... Generator Loss: 2.2380 Epoch 23/25... Discriminator Loss: 0.9778... Generator Loss: 2.0159
Epoch 23/25... Discriminator Loss: 0.8194... Generator Loss: 1.7872 Epoch 23/25... Discriminator Loss: 0.9663... Generator Loss: 1.3129 Epoch 23/25... Discriminator Loss: 1.0472... Generator Loss: 1.6773 Epoch 23/25... Discriminator Loss: 1.9140... Generator Loss: 0.8049 Epoch 23/25... Discriminator Loss: 0.3594... Generator Loss: 6.2482 Epoch 23/25... Discriminator Loss: 0.3524... Generator Loss: 6.8142 Epoch 23/25... Discriminator Loss: 0.4018... Generator Loss: 3.1577 Epoch 23/25... Discriminator Loss: 0.3619... Generator Loss: 4.7485 Epoch 23/25... Discriminator Loss: 1.3975... Generator Loss: 1.9187 Epoch 23/25... Discriminator Loss: 0.4657... Generator Loss: 2.9186
Epoch 23/25... Discriminator Loss: 0.6923... Generator Loss: 2.6561 Epoch 23/25... Discriminator Loss: 0.4160... Generator Loss: 5.8427 Epoch 23/25... Discriminator Loss: 0.7197... Generator Loss: 2.6948 Epoch 23/25... Discriminator Loss: 1.0432... Generator Loss: 2.7004 Epoch 23/25... Discriminator Loss: 0.3777... Generator Loss: 3.2881 Epoch 23/25... Discriminator Loss: 0.4290... Generator Loss: 3.2855 Epoch 23/25... Discriminator Loss: 0.3543... Generator Loss: 4.1534 Epoch 23/25... Discriminator Loss: 0.3436... Generator Loss: 5.2883 Epoch 23/25... Discriminator Loss: 0.4480... Generator Loss: 3.0295 Epoch 23/25... Discriminator Loss: 0.4595... Generator Loss: 6.2902
Epoch 23/25... Discriminator Loss: 1.6347... Generator Loss: 3.3421 Epoch 23/25... Discriminator Loss: 0.3712... Generator Loss: 7.8410 Epoch 23/25... Discriminator Loss: 0.4784... Generator Loss: 3.0290 Epoch 23/25... Discriminator Loss: 1.2448... Generator Loss: 1.8776 Epoch 23/25... Discriminator Loss: 0.6225... Generator Loss: 2.7095 Epoch 23/25... Discriminator Loss: 0.3936... Generator Loss: 3.5550 Epoch 23/25... Discriminator Loss: 0.6005... Generator Loss: 3.7416 Epoch 23/25... Discriminator Loss: 0.3570... Generator Loss: 4.0896 Epoch 23/25... Discriminator Loss: 0.3448... Generator Loss: 5.7034 Epoch 23/25... Discriminator Loss: 0.9296... Generator Loss: 1.2025
Epoch 23/25... Discriminator Loss: 0.9686... Generator Loss: 1.4891 Epoch 23/25... Discriminator Loss: 0.9141... Generator Loss: 1.7155 Epoch 23/25... Discriminator Loss: 1.0104... Generator Loss: 1.5941 Epoch 23/25... Discriminator Loss: 1.9592... Generator Loss: 0.8602 Epoch 23/25... Discriminator Loss: 1.0160... Generator Loss: 1.8195 Epoch 23/25... Discriminator Loss: 1.1440... Generator Loss: 1.4886 Epoch 23/25... Discriminator Loss: 1.1556... Generator Loss: 1.3364 Epoch 23/25... Discriminator Loss: 0.7336... Generator Loss: 2.3385 Epoch 24/25... Discriminator Loss: 1.0468... Generator Loss: 2.3316
Epoch 24/25... Discriminator Loss: 0.7899... Generator Loss: 1.7105 Epoch 24/25... Discriminator Loss: 0.6984... Generator Loss: 2.5853 Epoch 24/25... Discriminator Loss: 0.4791... Generator Loss: 2.9575 Epoch 24/25... Discriminator Loss: 0.4738... Generator Loss: 2.6870 Epoch 24/25... Discriminator Loss: 0.6114... Generator Loss: 3.0031 Epoch 24/25... Discriminator Loss: 0.4256... Generator Loss: 3.1857 Epoch 24/25... Discriminator Loss: 2.5945... Generator Loss: 3.3808 Epoch 24/25... Discriminator Loss: 0.8668... Generator Loss: 2.0768 Epoch 24/25... Discriminator Loss: 0.7032... Generator Loss: 3.7599 Epoch 24/25... Discriminator Loss: 0.3506... Generator Loss: 4.7923
Epoch 24/25... Discriminator Loss: 0.9291... Generator Loss: 2.9151 Epoch 24/25... Discriminator Loss: 1.1919... Generator Loss: 2.0363 Epoch 24/25... Discriminator Loss: 0.3999... Generator Loss: 4.4984 Epoch 24/25... Discriminator Loss: 0.6422... Generator Loss: 2.5599 Epoch 24/25... Discriminator Loss: 1.0435... Generator Loss: 3.3549 Epoch 24/25... Discriminator Loss: 0.4411... Generator Loss: 4.9427 Epoch 24/25... Discriminator Loss: 0.4311... Generator Loss: 2.6485 Epoch 24/25... Discriminator Loss: 1.0855... Generator Loss: 1.8077 Epoch 24/25... Discriminator Loss: 1.1029... Generator Loss: 1.6518 Epoch 24/25... Discriminator Loss: 0.9351... Generator Loss: 1.4348
Epoch 24/25... Discriminator Loss: 1.0041... Generator Loss: 1.8142 Epoch 24/25... Discriminator Loss: 0.4223... Generator Loss: 2.9654 Epoch 24/25... Discriminator Loss: 0.4732... Generator Loss: 2.8270 Epoch 24/25... Discriminator Loss: 0.3486... Generator Loss: 5.0884 Epoch 24/25... Discriminator Loss: 0.4760... Generator Loss: 3.3563 Epoch 24/25... Discriminator Loss: 0.3642... Generator Loss: 3.8014 Epoch 24/25... Discriminator Loss: 1.1708... Generator Loss: 3.2666 Epoch 24/25... Discriminator Loss: 0.8158... Generator Loss: 1.9534 Epoch 24/25... Discriminator Loss: 1.1122... Generator Loss: 2.7223 Epoch 24/25... Discriminator Loss: 0.7652... Generator Loss: 2.1597
Epoch 24/25... Discriminator Loss: 0.9233... Generator Loss: 3.4184 Epoch 24/25... Discriminator Loss: 0.4180... Generator Loss: 3.0714 Epoch 24/25... Discriminator Loss: 0.8735... Generator Loss: 3.8536 Epoch 24/25... Discriminator Loss: 0.3758... Generator Loss: 8.9539 Epoch 24/25... Discriminator Loss: 0.4476... Generator Loss: 3.2765 Epoch 24/25... Discriminator Loss: 0.3376... Generator Loss: 8.6854 Epoch 24/25... Discriminator Loss: 1.2929... Generator Loss: 1.3786 Epoch 24/25... Discriminator Loss: 0.5949... Generator Loss: 2.5229 Epoch 24/25... Discriminator Loss: 0.9286... Generator Loss: 2.1037 Epoch 24/25... Discriminator Loss: 0.3416... Generator Loss: 7.2109
Epoch 24/25... Discriminator Loss: 0.3536... Generator Loss: 7.6798 Epoch 24/25... Discriminator Loss: 0.3471... Generator Loss: 8.3962 Epoch 24/25... Discriminator Loss: 0.7761... Generator Loss: 1.7922 Epoch 24/25... Discriminator Loss: 0.4923... Generator Loss: 8.3633 Epoch 24/25... Discriminator Loss: 0.9765... Generator Loss: 4.8474 Epoch 24/25... Discriminator Loss: 0.3498... Generator Loss: 8.6938 Epoch 24/25... Discriminator Loss: 0.4261... Generator Loss: 2.9663 Epoch 24/25... Discriminator Loss: 0.3448... Generator Loss: 5.5073 Epoch 24/25... Discriminator Loss: 0.3468... Generator Loss: 10.2346 Epoch 24/25... Discriminator Loss: 0.4590... Generator Loss: 3.6449
Epoch 24/25... Discriminator Loss: 0.9355... Generator Loss: 2.4925 Epoch 24/25... Discriminator Loss: 0.3682... Generator Loss: 3.9725 Epoch 24/25... Discriminator Loss: 0.3990... Generator Loss: 3.6370 Epoch 24/25... Discriminator Loss: 0.4680... Generator Loss: 2.7944 Epoch 24/25... Discriminator Loss: 1.7629... Generator Loss: 7.4328 Epoch 24/25... Discriminator Loss: 1.3640... Generator Loss: 3.9085 Epoch 24/25... Discriminator Loss: 1.9332... Generator Loss: 1.3746 Epoch 24/25... Discriminator Loss: 1.0888... Generator Loss: 1.6538 Epoch 24/25... Discriminator Loss: 0.8966... Generator Loss: 1.5338 Epoch 24/25... Discriminator Loss: 0.3844... Generator Loss: 6.6429
Epoch 24/25... Discriminator Loss: 1.1871... Generator Loss: 1.5404 Epoch 24/25... Discriminator Loss: 0.3498... Generator Loss: 6.9384 Epoch 24/25... Discriminator Loss: 0.4473... Generator Loss: 3.8568 Epoch 24/25... Discriminator Loss: 0.6232... Generator Loss: 2.2338 Epoch 24/25... Discriminator Loss: 0.3454... Generator Loss: 5.2141 Epoch 24/25... Discriminator Loss: 0.9617... Generator Loss: 2.0901 Epoch 24/25... Discriminator Loss: 0.6110... Generator Loss: 3.3010 Epoch 24/25... Discriminator Loss: 0.4549... Generator Loss: 3.7090 Epoch 24/25... Discriminator Loss: 1.5820... Generator Loss: 5.5957 Epoch 24/25... Discriminator Loss: 0.3872... Generator Loss: 3.6035
Epoch 24/25... Discriminator Loss: 0.4596... Generator Loss: 2.7090 Epoch 24/25... Discriminator Loss: 0.3542... Generator Loss: 4.2128 Epoch 24/25... Discriminator Loss: 0.5379... Generator Loss: 3.7334 Epoch 24/25... Discriminator Loss: 1.8019... Generator Loss: 4.0490 Epoch 24/25... Discriminator Loss: 1.3554... Generator Loss: 1.9481 Epoch 24/25... Discriminator Loss: 0.5078... Generator Loss: 2.6851 Epoch 24/25... Discriminator Loss: 0.3969... Generator Loss: 3.2120 Epoch 24/25... Discriminator Loss: 0.3407... Generator Loss: 5.2524 Epoch 24/25... Discriminator Loss: 0.3403... Generator Loss: 8.8503 Epoch 24/25... Discriminator Loss: 0.3388... Generator Loss: 7.2988
Epoch 24/25... Discriminator Loss: 0.4031... Generator Loss: 2.9402 Epoch 24/25... Discriminator Loss: 0.9664... Generator Loss: 0.8695 Epoch 24/25... Discriminator Loss: 0.9457... Generator Loss: 1.5414 Epoch 24/25... Discriminator Loss: 1.0968... Generator Loss: 1.1816 Epoch 24/25... Discriminator Loss: 0.7814... Generator Loss: 2.1343 Epoch 24/25... Discriminator Loss: 0.3469... Generator Loss: 5.7537 Epoch 24/25... Discriminator Loss: 0.3795... Generator Loss: 4.1459 Epoch 24/25... Discriminator Loss: 1.2448... Generator Loss: 1.7784 Epoch 24/25... Discriminator Loss: 0.3645... Generator Loss: 4.8249 Epoch 24/25... Discriminator Loss: 1.0058... Generator Loss: 1.6053
Epoch 24/25... Discriminator Loss: 1.3441... Generator Loss: 1.0008 Epoch 24/25... Discriminator Loss: 1.0455... Generator Loss: 1.7156 Epoch 24/25... Discriminator Loss: 0.5389... Generator Loss: 9.6068 Epoch 24/25... Discriminator Loss: 0.3517... Generator Loss: 6.4772 Epoch 24/25... Discriminator Loss: 1.0320... Generator Loss: 2.6843 Epoch 24/25... Discriminator Loss: 0.9543... Generator Loss: 1.6171 Epoch 24/25... Discriminator Loss: 0.9631... Generator Loss: 1.4201 Epoch 24/25... Discriminator Loss: 0.5093... Generator Loss: 6.0922 Epoch 24/25... Discriminator Loss: 0.6343... Generator Loss: 1.3474 Epoch 24/25... Discriminator Loss: 0.4847... Generator Loss: 2.9462
Epoch 24/25... Discriminator Loss: 0.3392... Generator Loss: 7.6774 Epoch 24/25... Discriminator Loss: 0.6554... Generator Loss: 2.7642 Epoch 24/25... Discriminator Loss: 0.7631... Generator Loss: 4.7101 Epoch 24/25... Discriminator Loss: 0.6798... Generator Loss: 2.4209 Epoch 24/25... Discriminator Loss: 1.0300... Generator Loss: 2.7858 Epoch 24/25... Discriminator Loss: 0.7178... Generator Loss: 0.8904 Epoch 24/25... Discriminator Loss: 0.6394... Generator Loss: 1.9154 Epoch 24/25... Discriminator Loss: 1.1969... Generator Loss: 2.9323 Epoch 24/25... Discriminator Loss: 1.0150... Generator Loss: 1.8556 Epoch 24/25... Discriminator Loss: 1.0730... Generator Loss: 1.3230
Epoch 24/25... Discriminator Loss: 0.6165... Generator Loss: 2.2037 Epoch 24/25... Discriminator Loss: 0.4762... Generator Loss: 2.6472 Epoch 24/25... Discriminator Loss: 0.9428... Generator Loss: 1.5803 Epoch 24/25... Discriminator Loss: 0.4556... Generator Loss: 3.4987 Epoch 24/25... Discriminator Loss: 0.9644... Generator Loss: 3.5669 Epoch 24/25... Discriminator Loss: 0.4577... Generator Loss: 2.8305 Epoch 24/25... Discriminator Loss: 0.3583... Generator Loss: 3.9070 Epoch 24/25... Discriminator Loss: 0.3494... Generator Loss: 10.2269 Epoch 24/25... Discriminator Loss: 0.3491... Generator Loss: 4.3068 Epoch 24/25... Discriminator Loss: 0.3399... Generator Loss: 9.7843
Epoch 24/25... Discriminator Loss: 0.4473... Generator Loss: 2.6701 Epoch 24/25... Discriminator Loss: 2.8766... Generator Loss: 3.1937 Epoch 24/25... Discriminator Loss: 0.8330... Generator Loss: 4.1430 Epoch 24/25... Discriminator Loss: 1.0905... Generator Loss: 6.4956 Epoch 24/25... Discriminator Loss: 0.4305... Generator Loss: 3.6466 Epoch 24/25... Discriminator Loss: 0.7424... Generator Loss: 2.2886 Epoch 24/25... Discriminator Loss: 0.8683... Generator Loss: 7.4122 Epoch 24/25... Discriminator Loss: 0.3967... Generator Loss: 3.2732 Epoch 24/25... Discriminator Loss: 0.4123... Generator Loss: 2.9198 Epoch 24/25... Discriminator Loss: 0.3830... Generator Loss: 3.5746
Epoch 24/25... Discriminator Loss: 1.3772... Generator Loss: 3.9770 Epoch 24/25... Discriminator Loss: 0.3461... Generator Loss: 9.2329 Epoch 24/25... Discriminator Loss: 0.4065... Generator Loss: 2.9625 Epoch 24/25... Discriminator Loss: 0.4054... Generator Loss: 3.3847 Epoch 24/25... Discriminator Loss: 0.5397... Generator Loss: 2.5251 Epoch 24/25... Discriminator Loss: 0.3726... Generator Loss: 3.3454 Epoch 24/25... Discriminator Loss: 0.3519... Generator Loss: 4.6219 Epoch 24/25... Discriminator Loss: 0.8186... Generator Loss: 2.7975 Epoch 24/25... Discriminator Loss: 0.7835... Generator Loss: 2.7143 Epoch 24/25... Discriminator Loss: 0.7969... Generator Loss: 3.6411
Epoch 24/25... Discriminator Loss: 0.5500... Generator Loss: 2.9428 Epoch 24/25... Discriminator Loss: 0.4302... Generator Loss: 2.9074 Epoch 24/25... Discriminator Loss: 0.3615... Generator Loss: 4.0127 Epoch 24/25... Discriminator Loss: 1.9537... Generator Loss: 4.3250 Epoch 24/25... Discriminator Loss: 0.6971... Generator Loss: 1.9591 Epoch 24/25... Discriminator Loss: 0.3737... Generator Loss: 5.1295 Epoch 24/25... Discriminator Loss: 0.4774... Generator Loss: 3.2218 Epoch 24/25... Discriminator Loss: 0.9299... Generator Loss: 3.7288 Epoch 24/25... Discriminator Loss: 0.5352... Generator Loss: 2.3675 Epoch 24/25... Discriminator Loss: 0.3608... Generator Loss: 6.4759
Epoch 24/25... Discriminator Loss: 0.4317... Generator Loss: 2.6009 Epoch 24/25... Discriminator Loss: 1.0164... Generator Loss: 1.6624 Epoch 24/25... Discriminator Loss: 2.0372... Generator Loss: 2.0799 Epoch 24/25... Discriminator Loss: 1.1404... Generator Loss: 1.8023 Epoch 24/25... Discriminator Loss: 0.3862... Generator Loss: 4.6781 Epoch 24/25... Discriminator Loss: 0.3568... Generator Loss: 4.1170 Epoch 24/25... Discriminator Loss: 0.3452... Generator Loss: 5.4725 Epoch 24/25... Discriminator Loss: 2.7328... Generator Loss: 1.5738 Epoch 25/25... Discriminator Loss: 1.2647... Generator Loss: 1.9827
Epoch 25/25... Discriminator Loss: 1.1336... Generator Loss: 1.6789 Epoch 25/25... Discriminator Loss: 0.9566... Generator Loss: 1.7657 Epoch 25/25... Discriminator Loss: 1.1593... Generator Loss: 1.7773 Epoch 25/25... Discriminator Loss: 1.0108... Generator Loss: 1.8146 Epoch 25/25... Discriminator Loss: 0.9160... Generator Loss: 1.8010 Epoch 25/25... Discriminator Loss: 0.8014... Generator Loss: 1.7172 Epoch 25/25... Discriminator Loss: 1.2851... Generator Loss: 2.4394 Epoch 25/25... Discriminator Loss: 0.3610... Generator Loss: 8.2363 Epoch 25/25... Discriminator Loss: 0.3627... Generator Loss: 3.6493 Epoch 25/25... Discriminator Loss: 0.3555... Generator Loss: 6.4003
Epoch 25/25... Discriminator Loss: 0.3629... Generator Loss: 4.1730 Epoch 25/25... Discriminator Loss: 0.3520... Generator Loss: 6.4544 Epoch 25/25... Discriminator Loss: 0.6114... Generator Loss: 2.5389 Epoch 25/25... Discriminator Loss: 0.5286... Generator Loss: 3.3372 Epoch 25/25... Discriminator Loss: 0.3476... Generator Loss: 9.4498 Epoch 25/25... Discriminator Loss: 0.3412... Generator Loss: 7.7122 Epoch 25/25... Discriminator Loss: 0.3620... Generator Loss: 4.1912 Epoch 25/25... Discriminator Loss: 0.3397... Generator Loss: 7.4330 Epoch 25/25... Discriminator Loss: 0.7412... Generator Loss: 4.3983 Epoch 25/25... Discriminator Loss: 0.7591... Generator Loss: 4.1420
Epoch 25/25... Discriminator Loss: 0.3468... Generator Loss: 10.3295 Epoch 25/25... Discriminator Loss: 0.4311... Generator Loss: 3.0653 Epoch 25/25... Discriminator Loss: 0.9186... Generator Loss: 2.6275 Epoch 25/25... Discriminator Loss: 0.7060... Generator Loss: 3.2219 Epoch 25/25... Discriminator Loss: 2.3601... Generator Loss: 5.6116 Epoch 25/25... Discriminator Loss: 1.0732... Generator Loss: 1.4686 Epoch 25/25... Discriminator Loss: 1.1809... Generator Loss: 1.1620 Epoch 25/25... Discriminator Loss: 1.0073... Generator Loss: 1.5435 Epoch 25/25... Discriminator Loss: 1.1356... Generator Loss: 1.7870 Epoch 25/25... Discriminator Loss: 1.3477... Generator Loss: 1.8158
Epoch 25/25... Discriminator Loss: 0.7179... Generator Loss: 3.9249 Epoch 25/25... Discriminator Loss: 0.4357... Generator Loss: 2.8078 Epoch 25/25... Discriminator Loss: 0.3484... Generator Loss: 8.7103 Epoch 25/25... Discriminator Loss: 0.4151... Generator Loss: 3.1273 Epoch 25/25... Discriminator Loss: 1.3110... Generator Loss: 2.5818 Epoch 25/25... Discriminator Loss: 0.7865... Generator Loss: 1.9563 Epoch 25/25... Discriminator Loss: 2.6698... Generator Loss: 5.5402 Epoch 25/25... Discriminator Loss: 0.4626... Generator Loss: 3.0309 Epoch 25/25... Discriminator Loss: 1.6178... Generator Loss: 4.0784 Epoch 25/25... Discriminator Loss: 0.3584... Generator Loss: 4.9230
Epoch 25/25... Discriminator Loss: 0.7551... Generator Loss: 1.9092 Epoch 25/25... Discriminator Loss: 1.0793... Generator Loss: 1.6502 Epoch 25/25... Discriminator Loss: 0.4983... Generator Loss: 3.0813 Epoch 25/25... Discriminator Loss: 0.4646... Generator Loss: 2.9220 Epoch 25/25... Discriminator Loss: 1.1866... Generator Loss: 1.4082 Epoch 25/25... Discriminator Loss: 1.0598... Generator Loss: 1.8035 Epoch 25/25... Discriminator Loss: 1.1480... Generator Loss: 1.2496 Epoch 25/25... Discriminator Loss: 1.0900... Generator Loss: 1.7787 Epoch 25/25... Discriminator Loss: 0.3983... Generator Loss: 5.1596 Epoch 25/25... Discriminator Loss: 0.5248... Generator Loss: 3.2305
Epoch 25/25... Discriminator Loss: 1.0589... Generator Loss: 5.3993 Epoch 25/25... Discriminator Loss: 0.4993... Generator Loss: 2.7252 Epoch 25/25... Discriminator Loss: 0.6068... Generator Loss: 2.7447 Epoch 25/25... Discriminator Loss: 0.3426... Generator Loss: 8.5619 Epoch 25/25... Discriminator Loss: 0.3479... Generator Loss: 5.4710 Epoch 25/25... Discriminator Loss: 1.0591... Generator Loss: 8.8080 Epoch 25/25... Discriminator Loss: 0.3535... Generator Loss: 5.1906 Epoch 25/25... Discriminator Loss: 0.5617... Generator Loss: 2.3248 Epoch 25/25... Discriminator Loss: 0.5327... Generator Loss: 4.0933 Epoch 25/25... Discriminator Loss: 1.0286... Generator Loss: 6.9435
Epoch 25/25... Discriminator Loss: 1.4119... Generator Loss: 3.6736 Epoch 25/25... Discriminator Loss: 0.8244... Generator Loss: 2.1939 Epoch 25/25... Discriminator Loss: 0.8879... Generator Loss: 3.0624 Epoch 25/25... Discriminator Loss: 0.5610... Generator Loss: 4.5379 Epoch 25/25... Discriminator Loss: 0.3396... Generator Loss: 10.9320 Epoch 25/25... Discriminator Loss: 0.3443... Generator Loss: 7.3937 Epoch 25/25... Discriminator Loss: 0.4043... Generator Loss: 4.3745 Epoch 25/25... Discriminator Loss: 0.3481... Generator Loss: 6.8389 Epoch 25/25... Discriminator Loss: 0.3881... Generator Loss: 3.6934 Epoch 25/25... Discriminator Loss: 0.4018... Generator Loss: 3.1486
Epoch 25/25... Discriminator Loss: 0.3382... Generator Loss: 8.0244 Epoch 25/25... Discriminator Loss: 0.4469... Generator Loss: 2.4564 Epoch 25/25... Discriminator Loss: 0.3494... Generator Loss: 6.8836 Epoch 25/25... Discriminator Loss: 0.4795... Generator Loss: 2.8223 Epoch 25/25... Discriminator Loss: 0.4454... Generator Loss: 2.7888 Epoch 25/25... Discriminator Loss: 1.0361... Generator Loss: 1.3611 Epoch 25/25... Discriminator Loss: 0.3492... Generator Loss: 4.6564 Epoch 25/25... Discriminator Loss: 1.0509... Generator Loss: 1.7099 Epoch 25/25... Discriminator Loss: 1.1526... Generator Loss: 2.8499 Epoch 25/25... Discriminator Loss: 0.3691... Generator Loss: 3.6932
Epoch 25/25... Discriminator Loss: 1.0283... Generator Loss: 3.4288 Epoch 25/25... Discriminator Loss: 0.4718... Generator Loss: 3.2677 Epoch 25/25... Discriminator Loss: 1.4438... Generator Loss: 2.8022 Epoch 25/25... Discriminator Loss: 0.4560... Generator Loss: 3.1590 Epoch 25/25... Discriminator Loss: 1.1006... Generator Loss: 2.6998 Epoch 25/25... Discriminator Loss: 0.3445... Generator Loss: 5.4949 Epoch 25/25... Discriminator Loss: 0.8713... Generator Loss: 1.9279 Epoch 25/25... Discriminator Loss: 1.1064... Generator Loss: 1.5410 Epoch 25/25... Discriminator Loss: 0.7258... Generator Loss: 1.8294 Epoch 25/25... Discriminator Loss: 0.9767... Generator Loss: 4.1814
Epoch 25/25... Discriminator Loss: 0.6441... Generator Loss: 3.1713 Epoch 25/25... Discriminator Loss: 0.4347... Generator Loss: 5.1073 Epoch 25/25... Discriminator Loss: 0.3684... Generator Loss: 3.8364 Epoch 25/25... Discriminator Loss: 0.4438... Generator Loss: 1.8905 Epoch 25/25... Discriminator Loss: 1.0625... Generator Loss: 3.0521 Epoch 25/25... Discriminator Loss: 0.5578... Generator Loss: 2.5401 Epoch 25/25... Discriminator Loss: 0.4269... Generator Loss: 2.7678 Epoch 25/25... Discriminator Loss: 0.4283... Generator Loss: 3.0530 Epoch 25/25... Discriminator Loss: 1.0079... Generator Loss: 1.8903 Epoch 25/25... Discriminator Loss: 0.5073... Generator Loss: 3.4342
Epoch 25/25... Discriminator Loss: 0.3638... Generator Loss: 3.7605 Epoch 25/25... Discriminator Loss: 0.3433... Generator Loss: 5.7270 Epoch 25/25... Discriminator Loss: 0.4967... Generator Loss: 3.0403 Epoch 25/25... Discriminator Loss: 0.4240... Generator Loss: 7.4903 Epoch 25/25... Discriminator Loss: 0.3715... Generator Loss: 6.4949 Epoch 25/25... Discriminator Loss: 0.3441... Generator Loss: 5.1533 Epoch 25/25... Discriminator Loss: 0.3470... Generator Loss: 5.9494 Epoch 25/25... Discriminator Loss: 0.5105... Generator Loss: 3.4382 Epoch 25/25... Discriminator Loss: 0.5014... Generator Loss: 2.4096 Epoch 25/25... Discriminator Loss: 0.3443... Generator Loss: 6.1905
Epoch 25/25... Discriminator Loss: 0.4587... Generator Loss: 5.1814 Epoch 25/25... Discriminator Loss: 0.7529... Generator Loss: 2.1579 Epoch 25/25... Discriminator Loss: 0.7225... Generator Loss: 2.0691 Epoch 25/25... Discriminator Loss: 0.4276... Generator Loss: 7.2057 Epoch 25/25... Discriminator Loss: 1.1692... Generator Loss: 5.2145 Epoch 25/25... Discriminator Loss: 0.5876... Generator Loss: 2.7427 Epoch 25/25... Discriminator Loss: 0.6671... Generator Loss: 2.4286 Epoch 25/25... Discriminator Loss: 0.3723... Generator Loss: 5.6708 Epoch 25/25... Discriminator Loss: 1.7490... Generator Loss: 3.3641 Epoch 25/25... Discriminator Loss: 1.5111... Generator Loss: 1.7756
Epoch 25/25... Discriminator Loss: 0.3577... Generator Loss: 5.7503 Epoch 25/25... Discriminator Loss: 0.3471... Generator Loss: 5.0389 Epoch 25/25... Discriminator Loss: 0.3477... Generator Loss: 6.6457 Epoch 25/25... Discriminator Loss: 0.3427... Generator Loss: 5.5112 Epoch 25/25... Discriminator Loss: 0.4195... Generator Loss: 3.1800 Epoch 25/25... Discriminator Loss: 1.2511... Generator Loss: 2.9357 Epoch 25/25... Discriminator Loss: 1.4526... Generator Loss: 3.1574 Epoch 25/25... Discriminator Loss: 0.5832... Generator Loss: 3.4069 Epoch 25/25... Discriminator Loss: 1.2751... Generator Loss: 0.9794 Epoch 25/25... Discriminator Loss: 1.1016... Generator Loss: 1.7441
Epoch 25/25... Discriminator Loss: 1.0805... Generator Loss: 1.3391 Epoch 25/25... Discriminator Loss: 1.0275... Generator Loss: 1.6069 Epoch 25/25... Discriminator Loss: 0.7348... Generator Loss: 2.1017 Epoch 25/25... Discriminator Loss: 0.6046... Generator Loss: 2.9224 Epoch 25/25... Discriminator Loss: 0.3594... Generator Loss: 4.1749 Epoch 25/25... Discriminator Loss: 0.5495... Generator Loss: 4.0082 Epoch 25/25... Discriminator Loss: 1.2523... Generator Loss: 2.0354 Epoch 25/25... Discriminator Loss: 0.4324... Generator Loss: 3.0337 Epoch 25/25... Discriminator Loss: 0.6185... Generator Loss: 3.1163 Epoch 25/25... Discriminator Loss: 0.3687... Generator Loss: 3.8298
Epoch 25/25... Discriminator Loss: 1.1335... Generator Loss: 1.6516 Epoch 25/25... Discriminator Loss: 0.8528... Generator Loss: 1.4323 Epoch 25/25... Discriminator Loss: 0.3822... Generator Loss: 4.2683 Epoch 25/25... Discriminator Loss: 1.9098... Generator Loss: 0.5893 Epoch 25/25... Discriminator Loss: 1.1645... Generator Loss: 1.7907 Epoch 25/25... Discriminator Loss: 1.0034... Generator Loss: 1.5353 Epoch 25/25... Discriminator Loss: 0.9730... Generator Loss: 1.5425 Epoch 25/25... Discriminator Loss: 1.0435... Generator Loss: 1.4054 Epoch 25/25... Discriminator Loss: 0.4053... Generator Loss: 3.3815 Epoch 25/25... Discriminator Loss: 0.6398... Generator Loss: 6.7424
Epoch 25/25... Discriminator Loss: 0.3541... Generator Loss: 5.0571 Epoch 25/25... Discriminator Loss: 0.5656... Generator Loss: 8.1989 Epoch 25/25... Discriminator Loss: 0.6461... Generator Loss: 2.2799 Epoch 25/25... Discriminator Loss: 0.3942... Generator Loss: 3.7095 Epoch 25/25... Discriminator Loss: 0.4036... Generator Loss: 2.8809 Epoch 25/25... Discriminator Loss: 1.1410... Generator Loss: 1.8023 Epoch 25/25... Discriminator Loss: 0.5783... Generator Loss: 1.9044 Epoch 25/25... Discriminator Loss: 0.3549... Generator Loss: 4.3234
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.